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Н Новости

Долгая дорога к DiT (часть 1)

Это лето обрадовало нас прорывом в обработке изображений с помощью нейросетей. Одна за другой выходят такие модели как Flux.1 Kontext, Qwen-Image-Edit, Gemini 2.4 Flash Image Preview (Nano Banana) демонстрируя недостижимый до сих пор уровень манипуляции цифровым контентом. Это не замена Фотошопу, а технология, открывающая врата в бесконечные визуальные миры и всё благодаря мощи Diffusion Transformer (DiT) архитектуры. Впечатлившись, я решил поближе познакомиться с диффузными трансформерами - собственноручно натренировать свою собственную DiT-модель. Об этом и будет эта статья.

Но начать стоит с малого.

Базовая модель

Как вообще работают эти диффузные модели? Есть нейросеть, которая принимает на вход зашумлённое изображение, а на выходе выдаёт шум (noise). И спрашивается зачем нам этот шум? А затем что теперь имея шумное изображение и предсказанный шум мы можем вычесть предсказанный шум из изображения и получить изображение с меньшим количеством шума. Я только что сказал "с меньшим количеством шума", но на самом деле это не так. На самом деле всё сложнее.

Небольшое отступление. Для создания модели я буду использовать библиотеку PyTorch. Все термины такие как тензор (tensor), батч (batch), измерение (dimension), шейп (shape) оттуда. Ожидаю от читателей хотя бы поверхностного понимания.

А что моделируем-то?

Вы не задумывались что вообще моделируют диффузные модели? А моделируют они трансформацию нормального распределения в целевое распределение. Возникает логичный вопрос: что ещё за "целевое распределение"? Легче всего это проиллюстрировать на примере двух измерений. Вот несколько сэмплов (точек на координатной плоскости) из нормального распределения. Отсюда и далее, когда я пишу "сэмпл", то имею ввиду двумерный тензор, который можно представить как точку на координатной плоскости:

https://i.imgur.com/gkUodK0.png

Сэмплы из нормального распределения получить очень просто - вызываем torch.randn(2) сколько надо раз и всё.

А вот так на координатной плоскости могли бы выглядеть сэмплы из целевого распределения:

Это распределение можно определить как "все точки лежащие на кривых, образующих рисунок котёнка". В отличие от нормального распределения у нас нет готовой формулы, которая бы могла вытаскивать точки (сэмплы) именно из этого распределения.

И тут всем любителям котов на помощь приходят нейросети. Всего то и надо, что обучить функцию (модель), которая принимает на вход сэмпл из нормального распределения, а возвращает сэмпл уже из целевого распределения. Вот только такая постановка задачи - возвращать сэмплы целевого распределения - слишком сложная. Поэтому немного перефразируем:

Принимая на вход сэмпл из нормального распределения возвращать вектор направления, двигаясь по которому мы достигнем целевого распределения.

Получается что, например, для сэмпла (0.1, -0.5) наша модель предскажет вектор (1.05, 0.46). Теперь сложим этот вектор с исходным сэмплом. Получаем точку на целевом распределении. И так будет работать для каждого сэмпла из нормального распределения.

То что я только что описал (предсказание вектора) - это вариант диффузии называемый Rectified Flow. Он отличается от известного всем DDPM и отличается в лучшую сторону. Но я от этом рано заговорил, продолжаем.

Итак, можно сказать, что наша модель будет моделировать трансформацию простого распределения (нормальное, оно же Гауссово) в сложное целевое распределение.

Звучит хорошо, да вот только моделировать трансформацию в один шаг - это тяжеловата задача получается. Вон GAN-модели с таким подходом далеко не продвинулись. Ладно, с GAN-моделями я немного утрирую, но гораздо практичнее опираться именно на траекторию - как шаг за шагом простое распределение трансформируется в сложное.

Что я имею в виду когда говорю, что можно опираться на траекторию? Смотрите, изначально данные для тренировки нашей нейросети состояли только из сэмплов целевого распределения (точки, лежащие на графике кота), а также такого же количества сэмплов из нормального распределение (шума короче). Но раз мы догадались моделировать трансформацию распределения "по шагам", то мы можем обогатить наш датасет всеми промежуточными состояниями, то есть целевыми сэмплами, которые зашумлены на 10%, 20%, 76% или вообще на любой процент. Другими словами, точками, которые находятся где-то на полпути между нормальным распределением и целевым.

Давайте ещё раз посмотрим как подход "выучить траекторию за раз" и "выучить траекторию по шагам" меняет нашу модель.

В первом случае наша модель функционирует вот так:
vector_to_target = model.predict(normal_noise_sample) - на вход только сэмпл из нормального распределения.

А в случае траектории по шагам модель будет работать так:
vector_to_target = model.predict(point_between_noise_and_target_distribution, time)
Здесь time - это доля пути, который точка прошла от шума, до целевого распределения. Процент зашумлённости, другими словами. Важно понимать: по сути, задача трансформацию распределения разбивается на мелкие подзадачи: "научись предсказывать путь до целевого распределения при 10% шума", "научись предсказывать путь до целевого распределения при 15% шума" и т.д. Такой подход позволяет гораздо лучше смоделировать трансформацию распределений, что повышает точность "предсказания".

За счёт чего увеличивается точность? А за счёт того, что теперь имея модель с дополнительным условием time мы можем вытаскивать сэмплы из целевого распределения ни с единственной попытки, а делая сколько угодно "уточнений" траектории. Легче понять если взглянуть на код инференса:

noise = sample_noise()  # сэмпл из нормального распределения
steps = 200  # разобъем траекторию на 200 маленьких шагов
for step in range(steps):
	time = step / steps  # будет меняться в интервале [0, 1)
	
	# независимо от time этот вектор всегда одной длины
	# в идеале вообще всегда один и тот же
	predicted_vector = model.predict(noise, time)
	
	scaled_vector = predicted_vector * (1 / steps)  # одна 200-я пути
	noise = noise + scaled_vector  # Наш изначальный шум на 0.5% приблизился 
	                               # к целевому распределению
	                               
# После завершения цикла наш noise - это уже сэмпл из целевого распределения

Помните, что в нашем примере все сэмплы это двумерные векторы (x, y) - точки на плоскости. Пользуясь терминологие PyTorch - тензоры с шейпом (2). А так-то модель можно создавать для тензоров любой формы.

Довольно теории

Для демонстрации нам понадобится датасет. Все элементы из него будут считаться сэмплыми из целевого распределения. Например вот такого:

def make_simple_dataset(amount):  
    cluster_1 = torch.rand((amount // 2), 2) * 1.5 + 0.6  
    cluster_2 = torch.rand((amount // 4), 2) * 0.8 + torch.tensor([-.8, .6])  
    cluster_3 = torch.rand((amount // 4), 2) * torch.tensor([1.2, 0.4]) + torch.tensor([-2.4, 0.6])  
  
    return torch.cat([cluster_1, cluster_2, cluster_3], dim=0)

На координатной плоскости 800 сэмплов этого распределения будут выглядеть вот так:

Теперь пора приниматься за PyTorch модель.

Будет эта модель состоять из трёх частей:

Энкодер, который проецирует входной вектор из двух измерений во внутренний вектор из большего числа измерений (16). Зачем нам большее количество измерений? Чтобы модели было где "развернуться".
Основная модель, состоящая из нескольких MLP-блоков. Будет непосредственной заниматься денойзингом входящих "шумных" сэмплов. MLP - это multilayer perceptron, та самая "классическая" нейронная сеть.
Декодер, который превращает 16-размерный вектор обратно в две координаты.

Схематичное изображение модели

Вот так выглядит упрощённая схема. Linear A - это энкодер. Состоит из одного единственного слоя nn.Linear (здесь и далее всё типы из PyTorch). По сути просто матрица, для трансформации 2-размерного тензора в 16-размерный. Прямоугольник посередине - это сам денойзер, состоящий из нескольких последовательных блоков/уровней. Несколько небольших нейросетей, выстроенных в ряд, короче. Linear B - это декодер. Опять же, матрица для трансформации 16-размерного тензора обратно в 2 координаты на плоскости. На схеме вместе 2 и 16 написано (B, 2) и (B, 16), потому что модель принимает на вход сэмплы не по одному а сразу группой (батчем). B - это размер батча (количество элементов).

Давайте сразу разберёмся как устроены внутренние блоки. Заодно вспомним как сделать в PyTorch Multilayered perceptron.

Итак, как написать вот такую нейросеть (модель)?

Стереотипная 'нейронная сеть'

На PyTorch проще простого:

model = nn.Sequential(
	nn.Linear(4, 3),  # полносвязный слой
	nn.SiLU(),  # функция активации
	nn.Linear(3, 5),  # полносвязный слой
)

Давайте только завернём это в отдельный класс:

class MyBlock(nn.Module):
	def __init__(self):  
	    super().__init__()
	    self.mlp = nn.Sequential(
			nn.Linear(4, 3),
			nn.SiLU(),
			nn.Linear(3, 5),
		)
		
	def forward(x):  # эта функция пропускает входные данные сквозь нашу модель
		return self.mlp(x)

nn.Module - это полезный класс, который облегчает последующую работу с моделью.

Думаю, код будет гибче, если вынести скалярные константы в конструктор:

class MyBlock(nn.Module):
	def __init__(self, hidden_dim, mlp_ratio):  
	    super().__init__()
	    self.mlp = nn.Sequential(
			nn.Linear(hidden_dim, hidden_dim * mlp_ratio),
			nn.SiLU(),
			nn.Linear(hidden_dim * mlp_ratio, hidden_dim),
		)
		
	def forward(x):
		return self.mlp(x)

Теперь "ширину" и размерность входного вектора для этой нейросети можно указывать при создании.

Полный код

import torch.nn as nn

class DenoiserBlock(nn.Module):
	def __init__(self, hidden_dim, mlp_ratio):  
	    super().__init__()
	    self.ln = nn.LayerNorm(hidden_dim)
	    self.mlp = nn.Sequential(
			nn.Linear(hidden_dim, hidden_dim * mlp_ratio),
			nn.SiLU(),
			nn.Linear(hidden_dim * mlp_ratio, hidden_dim),
		)
		
	def forward(self, x):
		z = self.ln(x)  # сначала прогоняем входной тензор через нормализацию
		return self.mlp(z)  # а потом через MLP

В итоге получилась модель внутреннего блока, из которых будет состоять наша основная модель-денойзер. Так, а откуда взялся nn.LayerNorm ? Сейчас вдаваться в подробности не буду, просто скажу, что nn.LayerNorm позволяет удерживать значения тензоров (точек) где-то в пределах [-2, 2].

Вот для примера данные до и после нормализации

Скомкивались в центре, но сохранили форму

Другими словами, нормализовать - это значит преобразовать данные так, чтобы средняя была 0, а стандартное отклонение 1. Обыкновенная формула из статистики. Таким образом nn.LayerNorm облегчает тренировку модели и имеет ещё одно полезное свойство, о котором я, возможно, расскажу позже.

Кстати, вопрос к залу: тензор какой формы сможет принимать на вход вот эта конкретная модель:

model = DenoiserBlock(25, 3)

Ответ: любой тензор, у которого последнее измерение равно 25. Например (25), (72, 25), (1, 25), (8, 3, 25, 25), и т.п.

Ладно, с единственным блоком разобрались, переходим к основной модели.

class Denoiser(nn.Module):  
    def __init__(self, hidden_dims):  
        super().__init__()  
        self.input_encoder = nn.Linear(2, hidden_dims)  
        self.blocks = []
        self.output_decoder = nn.Linear(hidden_dims, 2)

Как и на схеме выше, слой для превращения входного 2-размерного тензор в 16-размерный, слой для превращения внутреннего 16-размерного тензора обратно в 2-размерный. Давайте ещё раз напомню, что здесь 2-размерный тензора это тензор с шейпом (резмером) (B, 2), а 16-размерный с шейпом (B, 16). Здесь B - это размер батча (группы). Сколько сэмплов (точек) мы обрабатываем за раз, другими словами. Если, например, входной тензор будет размером (64, 2), то пройдя через input_encoder он превратится в тензор (64, 16).

Добавляем внутренние блоки:

class Denoiser(nn.Module):  
    def __init__(self, hidden_dims, num_blocks):  
        super().__init__()  
        self.input_encoder = nn.Linear(2, hidden_dims)
        block_list = [DenoiserBlock(hidden_dims, 4) for _ in range(num_blocks)]
        self.blocks = nn.ModuleList(block_list)
        self.output_decoder = nn.Linear(hidden_dims, 2)

Зачем оборачивать в nn.ModuleList? Всё для того, чтобы параметры всех внутренних моделей в списке были доступны внешней модели. Другими словами, чтобы Denoiser со списком DenoiserBlock внутри управлялся как единая модель.

Осталось только дописать метод forward

def forward(self, x):  
    hidden = self.input_encoder(x)  # (B, 2) -> (B, 16)
    for block in self.blocks:
        hidden = block(hidden)  # выход одного блока передаётся на вход второму
    return self.output_decoder(hidden)  # (B, 16) -> (B, 2)

А код-то неверный! Блоки внутри денойзера должны быть соединены не последовательно, а через skip-connection. Не забывайте, что конечная цель - это модель-трансформер, а у трансформеров слои (блоки) соединены через skip-connection, поэтому переделываем то, как соединены блоки и превращаем Denoiser в остаточную сеть:

def forward(self, x):  
    hidden = self.input_encoder(x)  # (B, 2) -> (B, 16)
    for block in self.blocks:
	    # Выход каждого блока прибавляется к начальному представлению и передаётся дальше
        hidden = hidden + block(hidden)  # 
    return self.output_decoder(hidden)  # (B, 16) -> (B, 2)

Всё вместе это теперь выглядит вот так

import torch.nn as nn

class DenoiserBlock(nn.Module):
	def __init__(self, hidden_dim, mlp_ratio):  
	    super().__init__()
	    self.ln = nn.LayerNorm(hidden_dims)
	    self.mlp = nn.Sequential(
			nn.Linear(hidden_dim, hidden_dim * mlp_ratio),
			nn.SiLU(),
			nn.Linear(hidden_dim * mlp_ratio, hidden_dim),
		)
		
	def forward(x):
		z = self.ln(x)  # сначала прогоняем входной тензор через нормализацию
		return self.mlp(z)  # а потом через MLP
		

class Denoiser(nn.Module):  
    def __init__(self, hidden_dims, num_blocks):  
        super().__init__()  
        self.input_encoder = nn.Linear(2, hidden_dims)
        block_list = [Denoiser2DBlock(hidden_dims, 4) for _ in range(num_blocks)]
        self.blocks = nn.ModuleList(block_list)
        self.output_decoder = nn.Linear(hidden_dims, 2)
        
	def forward(self, x):  
	    hidden = self.input_encoder(x)  # (B, 2) -> (B, 16)
	    for block in self.blocks:
		    # ВНИМАНИЕ: это остаточная (residual) сеть, то есть  
		    # после каждого слоя мы обновляем наше скрытое представление прибавляя к нему результат работы блока  
		    hidden = hidden + block(hidden + time_embedding)
	        hidden = block(hidden)  # выход одного блока передаётся на вход второму
	    return self.output_decoder(hidden)  # (B, 16) -> (B, 2)

Осталось только написать код для тренировки

В самом начале надо сформировать датасет:

BATCH_SIZE = 128
simple_dataset = TensorDataset(make_simple_dataset(4096))  
data_loader = DataLoader(dataset=simple_dataset,   
                         batch_size=BATCH_SIZE,   
                         shuffle=True)

Короче, data_loader - это итератор по датасету из 4096 элементов, который будет за раз возвращать по 128 элементов из этого датасета, в случайном порядке (но без повторений). Если все элементы кончатся, то просто начнёт сначала.

Сама тренировка, это вот такой цикл:

for x, in data_loader:
	# одна итерация тренировки

А почему x, а не просто x без запятой? Да потому, что data_loader возвращает список, ведь датасеты обычно состоят из пар типа (вопрос -> ответ) или (изображение -> описание).

Один раз пройти по датасету часто бывает недостаточно. Модель должна увидеть один и тот же сэмпл несколько раз. Один проход по датасету называется эпоха (epoch). Поэтому оборачиваем код в ещё один цикл:

EPOCH = 2000
for epoch in range(EPOCH):
	epoch_loss = 0  # чтобы отслеживать какая суммарная ошибка за эпоху
	for x, in data_loader:
		# одна итерация тренировки
		# накапливаем epoch_loss
	if epoch % 100 == 0:  # пишем в консоль каждые 100 эпох
		print(f"Epoch {epoch + 1} completed. Loss: {epoch_loss:.2f}")

Давайте теперь добавим модель для тренировки:

LR = 3e-4  # Learning rate. Насколько сильно за раз будем обновлять веса модели
DEVICE = "cuda"  # Ну не на CPU же.

# инициализируем модель с 8 блоками внутри
model = Denoiser(hidden_dims=16, num_blocks=8)
model.to(DEVICE)  # и отправляем веса модели на GPU

# оптимайзер, который будет по-умному обновлять веса у модели (с инерцией и т.п.)
optimizer = torch.optim.AdamW(model.parameters(), lr=LR)                           


EPOCH = 2000
for epoch in range(EPOCH):
	epoch_loss = 0  # чтобы отслеживать какая суммарная ошибка за эпоху
	for x, in data_loader:
		# здесь подготовка данных для модели
		# создание xt и true_vector на основе сэмпла x иными словами
		
		# прогоняем входные данные сквозь модель и получаем предсказание
		predicted_vector = model(xt)
		# сравниваем предсказанный моделью вектор с эталонным и вычисляем ошибку
		loss = torch.mean((true_vector - predicted_vector) ** 2)
		  
		optimizer.zero_grad()  # очищаем градиент оставшийся с предыдущего цикла
		loss.backward()  # вычисляем градиент методом backpropagation
		optimizer.step()  # обновляем веса 
	if epoch % 100 == 0:  # пишем в консоль каждые 100 эпох
		print(f"Epoch {epoch + 1} completed. Loss: {epoch_loss:.2f}")

Много существует статей, где подробно расписан механизм обратного распространения ошибки, поэтому опишу всё очень просто, пропуская важные подробности.

В общем, вот этот код создаёт граф вычислений, в котором сохранены все вычисления, которые произошли, когда данные через модель:

predicted_vector = model(xt)
loss = torch.mean((true_vector - predicted_vector) ** 2)

Получившийся тензор loss тоже является частью этого графа, и поэтому, когда мы вызываем

loss.backward()

PyTorch использует имеющийся граф вычислений, чтобы определить (вычислить) как должны поменяться параметры всех участвующих в графе тензоров, чтобы значение loss стало меньше. Производную считает, короче. После этого у каждого параметра внутри модели появилось ещё дополнительное число, которое и является этой производной. Это и называется градиент. Теперь за дело принимается optimizer. Он имеет доступ ко всем параметрам модели (посмотрите как он инициализировался), а значит и к градиенту. Команда optimizer.step() заставляет оптимайзер обновить все параметры в модели руководствуясь градиентом, learning rate и своим внутренним состоянием (хитро вычисляемая инерция). Кстати, заметьте, что параметры обновились, но градиент никуда не делся и так и остался привязан к параметрам. Поэтому, в следующем цикле и вызываем optimizer.zero_grad(), чтобы очистить его, иначе loss.backward() наложит старый градиент на новый. Это иногда бывает полезно, но в такие подробности вдаваться не будем.

Дописываем оставшуюся часть цикла:

BATCH_SIZE = 128  
LR = 3e-4
DEVICE = "cuda"
EPOCH = 1000

for epoch in range(EPOCH):
	epoch_loss = 0
	for x, in data_loader:
	    # копируем сэмпл на GRU
		x0 = x.to(DEVICE)  # (128, 2) - форма тензора
		
		# создаём сэмпл из случайного распределения. Тоже (128, 2)
		noise = torch.randn_like(x, device=DEVICE)  # сразу же окажется на GPU
		
		# а это уже сэмплы из равномерного распределения в интервале от 0 до 1
		time = torch.rand((BATCH_SIZE, 1), device=DEVICE)  # (128, 1)
		
		
		# Какой вектор надо прибавить к шуму, чтобы получить целевое распределение
		true_vector = x0 - noise  # сразу 128 векторов за раз
		# xt - это точки лежащие "на полпути" от целевого распределения до нормального
		xt = noise + true_vector * (1 - time)
		
		predicted_vector = model(xt)
		loss = torch.mean((true_vector - predicted_vector) ** 2)
		epoch_loss += loss.item()  # накапливаем ошибку для логирования
		  
		optimizer.zero_grad()
		loss.backward()
		optimizer.step()
	if epoch % 100 == 0:
		print(f"Epoch {epoch + 1} completed. Loss: {epoch_loss:.2f}")

Какая у нас задача во время тренировки? Есть сэмплы из целевого распределения x0, есть сэмплы из нормального распределения noise. Чтобы научить модель трансформировать шумное распределение в целевое мы создаём набор данных xt - это точки лежащие где-то на траектории от шумного (нормального) распределения до целевого. Вот вы спросите, а какая у каждой точки траектория вообще? Тут просто, на самом деле: для каждого сэмпла из целевого распределения мы берём соответствующий ему (просто совпавший по индексу) сэмпл из нормального распределения. Так-как это распределение случайное, то можно просто сказать, что каждому сэмплу (точке) из целевого распределения берётся случайная точка из нормального распределения. Не самая ближайшая, а просто случайная, да. В таком случае true_vector - это просто вектор, соединяющий эту пару точек. И таких пар 128 - по размеру батча. Теперь раз у нас есть точки (сэмплы) из случайного распределения и вектора, которые указывают направление до (какого-то) сэмпла из целевого распределения, нам ничего не стоит создать набор точек, лежащий на траектории от точек случайного распределения до точек целевого - просто прибавить к точкам случайного распределения соответствующий вектор, предварительно его масштабировав (10% или там 87%). Переменная time со случайными числами от 0 до 1 как раз для этого. Так и получаем набор данных xt который и скармливаем модели:

xt = noise + true_vector * (1 - time)
predicted_vector = model(xt)

Если интересно почему (1 - time), а не просто time, то это мы привязываемся на то, что чем больше time тем больше шума.

Теперь код обучения готов, но если мы попытаемся запустить этот модуль, то в результате лишь увидим с десяток записей в консоль. Мы даже модель не сохраняем для дальнейшего использования. И самое главное - не видим подтверждения того, что моделируемая нами трансформация простого распределения в сложное вообще работает. Что делать? Написать код сэмплирования (инференса), где мы будем использовать натренированную модель, чтобы извлекать сэмплы из целевого распределения (надеюсь).

Ладно, вот код инференса:

samples = torch.randn((400, 2), device=DEVICE)  
with torch.no_grad():  
    STEPS = 50  
    for step in range(STEPS, 0, -1):  
        predicted = model(samples)  
        samples += predicted * (1 / STEPS)

Что тут происходит? Мы генерируем сэмпл из случайного распределения, потом 50 раз прогоняем его сквозь модель каждый раз уточняя вектор predicted. После каждой итерации цикла samples становятся всё ближе и ближе к целевому распределению, ну
а torch.no_grad() отключает вычисление градиента. Полезно, если мы хотим заниматься инференсом прямо во время тренировки и не хотим, чтобы тестовый прогон модели как-то на эту тренировку влиял.

Осталось лишь нанести точки на график, предварительно импортировав pyplot:

import matplotlib.pyplot as plt

Добавляем точки на график:

samples = torch.permute(samples, (1, 0)).cpu().detach()  # (400, 2) -> (2, 400)
  
plt.figure(figsize=(6, 6))  
plt.xlim(-3, 3)  
plt.ylim(-3, 3)  
plt.grid(True)  
plt.axhline(0, color='black', linewidth=0.5)  
plt.axvline(0, color='black', linewidth=0.5)  
plt.scatter(samples[0], samples[1], s=4, c='blue')  
plt.show()

И в результате получаем вот такую визуализацию (сравнение с целевой):

Итак, сегодня мы научились проекти... Погодите-ка! Вот вам не кажется, что мы что-то упустили, нет? Внимательный читатель уже догадался - наша модель полностью игнорирует переменную time. А это значит модель училась предсказывать целевое распределение не получая дополнительной информации о том, на каком участке траектории находились переданные ей сэмплы. Неудивительно, что вместо целевого распределения на графике клякса какая-то!

Ок, нам надо каким-то образом передать в модель информацию о времени (шаге). На руках у нас только число от 0 до 1, но модель простые числа не переваривает - нужно векторное представление. Для простоты скажем что вектор должен быть 16-размерным - такой же длины как и скрытое представление модели. Получив этот вектор (time_embedding) уникальный для каждого числа в интервале от 0 до 1, мы просто будем прибавлять его к скрытому представлению на каждом уровне, вот так:

hidden = hidden + block(hidden + time_embedding)

Таким образом, "впечатывая" в скрытое представление информацию о том, на каком уровне "зашумления" находятся переданные в модель данные. Напомню ещё раз, это нужно для того, чтобы модели было легче моделировать трансформацию распределений - ведь теперь она сможет выявлять закономерности между уровнем шума (time) и переданными данными, таким образом обучаясь лучше (в теории).

Только теперь проблема: как же нам из числа получить 16-размерный вектор? Я хотел тут написать про sinusoidal и прочие экспоненты, но, если честно, то простой проекции хватит.

Добавляем внутрь конструктора Denoiser:

self.time_linear = nn.Sequential(  
    nn.Linear(1, hidden_dims),  
    nn.LayerNorm(hidden_dims)  
)

LayerNorm просто чтобы выходные значения были где-то в районе [-2, 2].

Меняем forward метод:

def forward(self, x, t):  # теперь на вход принимает и время
    hidden = self.input_encoder(x)  # (B, 2) -> (B, 16)  
    
    # делаем его поменьше, чтобы информации о времене была
    # но при этом не "перезаписать" само скрытое представление
    time_embedding = self.time_linear(t) * 0.02  
    for block in self.blocks:  
        hidden = hidden + block(hidden + time_embedding)  
    return self.output_decoder(hidden)

Осталось лишь поправить код инференса

samples = torch.randn((400, 2), device=DEVICE)  
with torch.no_grad():  
    STEPS = 50  
    for step in range(STEPS, 0, -1):
	    # тензор с шейпом (1)
        time = torch.tensor(step / STEPS, device=DEVICE)
        # расширяем его до шейпа (400, 1)
	    time = time.expand(samples.size(0), 1)
        predicted = model(samples, time)  
        samples += predicted * (1 / STEPS)

Запускаем тренировку с теми же самыми параметрами и получаем:

Вот так!

Тут пара анимацией процесса инференса

Бараний датасет

Важные детали:

Давайте ещё раз скажу, модель выучила не целевое распределение, а именно трансформацию нормального распределения. Если запустить инференс с другим сидом, то точки уже будут в другом расположении, но всё ещё в пределах целевого распределения.
Это не DDPM модель! При DDPM мы бы использовали формулу forward diffusion, а тут у нас rectified flow, поэтому для "зашумления" сэмплов мы используем простую линейную интерполяцию xt = x0 * (1 - time) + noise * time. И предсказывает модель flow-вектор (velocity), а не шум, как в DDPM.
Весь написанный код можно найти здесь.

Заключение

В этой статье я шаг за шагом рассказал как с нуля обучить мини-диффузную модель использую простой синтетический датасет.

Ключевым моментом стала идея моделировать трансформацию простого распределения (шума) в сложное (наш датасет) не за один шаг, а пошагово, используя Rectified Flow вместо DDPM. Это позволило нам обогатить обучающий набор промежуточными состояниями и создать модель, которая предсказывает вектор направления (flow-vector) для каждого шага.

На собственном примере убедились, какое важное значение играет time-embedding для повышения точности - позволяет модели учитывать степень зашумления данных и лучше обучаться.

Думаю, я рассказал достаточно, чтобы у вас появилось базовое понимание работы диффузных моделей, а значит можно приниматься за что-то поинтереснее. Часть 2 будет про обучение уже на датасете EMNIST. Будем создавать модель, способную генерировать рисунки чисел и букв. Продолжение следует...

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6 сент. 2025 г.

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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03.08.26 20:05 Philip

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04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

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23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
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30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.26 14:35 lydiasmitth456

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.26 14:35 lydiasmitth456

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.26 01:58 KATHLEEN

Cyberspacetechexpert focuses on recovering stolen cryptocurrency, particularly USDT and bitcoin. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $74,000 was taken from me in January. Thanks to the best female hacker Gracias, I recovered the entire amount in just 14 hours. Her prompt response and effective methods relieved my financial burden. Her commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email Cyberspacetechexpert@gmail .com. or speak to her on What App at + 44 7476618364.
27.10.26 02:22 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
27.10.26 02:22 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
27.10.26 02:25 KATHLEEN

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27.10.26 23:04 kevinlong

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