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Руководство по сборке локального AI-стека. Часть 4. Запуск сервера генерации изображений

Руководство по сборке локального AI-стека

Часть 4. Запуск сервера генерации изображений

На этом шаге мы соберём stable-diffusion.cpp, разберёмся, почему для картинок нужен не один файл, а три, разложим компоненты по папкам и запустим sd-server на порту 8888 с собственным веб-интерфейсом. После этого у вас будет генератор изображений, доступный из LAN.

Что нужно понять до начала

stable-diffusion.cpp (sd.cpp) — это «младший брат» llama.cpp для диффузионных моделей. Он построен на том же ggml и умеет:

Работать на CPU — с теми же mmap, --offload-to-cpu, systemd-run.
Загружать модели в трёх форматах: .gguf (квантованные), .safetensors (полная точность), .ckpt/.pt (старый PyTorch).
Использовать разные архитектуры: SD 1.5, SDXL, FLUX, Qwen-Image, Z-Image, Mage-Flow, Wan и другие.

Ключевое отличие от LLM: для генерации изображений почти никогда не достаточно одного файла. Модель состоит из трёх компонентов, и все три нужно явно указать при запуске.

Три компонента диффузионной модели

Компонент	Что делает	Флаг `sd.cpp`	Размер (типично)
Diffusion model (denoiser)	Основная модель: «проявляет» изображение из шума	`--diffusion-model`	2–12 ГБ
VAE	Декодирует латентное представление в реальные пиксели	`--vae`	150–350 МБ
Text encoder (LLM)	Превращает промпт в вектор, понятный модели	`--llm`	1.5–7 ГБ

Почему так. Диффузионная модель работает не с пикселями, а с латентами — сжатым представлением изображения (например, 64×64×16 для картинки 512×512). VAE переводит латенты в пиксели (и обратно, если нужен img2img). Текстовый энкодер — это отдельная LLM (Qwen, T5, UMT5, Qwen3-VL), которая «понимает» промпт и передаёт его модели.

Что это значит на практике:

Нельзя запустить только .gguf-модель — без VAE и LLM sd.cpp упадёт с ошибкой «VAE not loaded» или «text encoder not loaded».
VAE и LLM можно переиспользовать между моделями одной архитектуры. Например, z_image_turbo и FLUX используют один и тот же VAE (ae.safetensors от FLUX). А Qwen3-4B-Instruct подходит для Z-Image, но не для Mage-Flow (там нужен Qwen3VL-4B).
Размер на диске = модель + VAE + LLM. Для Z-Image: ~3.8 ГБ (модель) + ~330 МБ (VAE) + ~2.5 ГБ (Qwen3-4B) ≈ 6.6 ГБ.

Структура папок

models/
├── Qwen3-4B-Instruct-2507-Q4_K_M.gguf         <- LLM для Z-Image (общая с чатом)
├── Qwen3VL-4B-Instruct-Q4_K_M/                <- LLM для Mage-Flow (vision-модель)
│   └── Qwen3VL-4B-Instruct-Q4_K_M.gguf
│
└── media/                                     <- diffusion-модели    ├── z_image_turbo-Q4_K.gguf                <- diffusion    ├── mage_flow_turbo_bf16.safetensors       <- diffusion (полная точность)    └── vae/        ├── Z-Image/        │   └── ae.safetensors                 <- VAE для Z-Image (от FLUX)        └── mage/            └── mage_flow_vae_bf16.safetensors <- VAE для Mage-Flow

Правила раскладки:

Diffusion-модели — в models/media/ (плоско, скрипт находит по расширению).
VAE — в models/media/vae/<модель>/, чтобы не путаться. Скрипт находит по явному пути в MODEL_MAP.
Text encoder (LLM) — в models/ (общая папка с чат-моделями). Один и тот же файл используется и для чата, и для генерации картинок — экономия места.
Tokenizer (только для некоторых моделей, например MOSS) — можно положить рядом с VAE и указать через --tokenizer в EXTRA_FLAGS.

Подсказки что и где скачать есть в репозитории сервера: https://github.com/leejet/stable-diffusion.cpp - клик на название модели и откроется справка со ссылками.

Модели: что оставлено и почему

В процессе тестирования были опробованы пять диффузионных моделей. Осталось две — остальные удалены по объективным причинам.

Оставлены

1. z_image_turbo-Q4_K.gguf (Z-Image Turbo, ~3.8 ГБ)

Скорость: ~11 минут на картинку 576×1024.
Сильные стороны: отличная композиция, точная передача цвета/одежды, хорошее разделение планов. Рабочая лошадка для быстрых итераций.
Слабые стороны: не интегрирует источники света (голубые камни не светятся), guohua-стиль «уваливается» в гуашь.
Когда использовать: 3D-сцены.

2. mage_flow_turbo_bf16.safetensors (Mage-Flow Turbo, ~8.2 ГБ)

Скорость: ~7 минут на картинку (4 шага, но модель тяжелее).
Сильные стороны: лучший epic-жанр (дракон, кристаллы, свет — единственная модель, которая справилась), канон в anime. Хорошо держит композицию.
Слабые стороны: guohua — «коллаж», 3D — теряет средний план.
Когда использовать: повседневная генерация, финальные epic-сцены, anime-постеры.

Удалены (и почему)

3. qwen-image-2.1-turbo-Q4_K_M.gguf (~6 ГБ)

Тесты: anime — «паспортный анфас» (скучная композиция), 3D — лучший свет, но потерян средний план, epic — дракон «как трафарет», guohua — OOM при лимите 6 ГБ (VAE-декод ест ~5 ГБ).
Скорость: ~15-20 минут на картинку (в 3 раза медленнее Z-Image).
Почему удалена: медленно, слабая композиция, OOM в половине случаев. Единственный плюс — свет в 3D-сценах, но это не оправдывает 15 минут ожидания.

4. flux3-image-klein-Q4_0.gguf (~4.5 ГБ)

Тесты: anime — лучший «постер» (динамика, эмоции), guohua — канонический (направление штрихов, туман, прозрачность), 3D — артефакты (балка слилась со стулом), epic — «плавающие острова» вместо «летающих».
Скорость: ~33 минуты на картинку (в 3 раза медленнее Z-Image).
Почему удалена: 33 минуты — это не «чуть медленнее», а другой режим работы. Для 10 итераций промпта FLUX съест 5.5 часов, Z-Image — 50 минут. Качество в guohua/aниме выше, но не настолько, чтобы оправдать ожидание.

5. MOSS-Image-Base (~22 ГБ, не тестировали)

Почему удалена: 20+ шагов на модели 22 ГБ — генерация займёт дольше часа на CPU. Даже не запускали.

Итог: оставлены две модели, которые покрывают 90% основных задач и работают довольно быстро и сравнительно качественно (Mage-Flow, Z-Image). Если понадобится guohua — можно вернуть FLUX, но запускать его «на ночь» или под конкретный заказ.

Ключевые опции sd-server / sd-cli

--diffusion-model, --vae, --llm — три обязательных флага

--diffusion-model models/media/z_image_turbo-Q4_K.gguf
--vae            models/media/vae/Z-Image/ae.safetensors
--llm            models/Qwen3-4B-Instruct-2507-Q4_K_M.gguf

Без любого из них — ошибка загрузки. Проверить, что все три на месте, можно командой:

ls -lh models/media/*.gguf models/media/vae/*/*.safetensors models/Qwen3-4B*.gguf

--use-mmap — экономия RAM

--use-mmap

Аналог --load-mode mmap в llama.cpp: модель не грузится в RAM целиком, страницы подгружаются по требованию. Важно: в отличие от LLM, где mmap даёт большой выигрыш (модель 20 ГБ на 10 ГБ RAM), для diffusion-моделей VAE-декод всё равно требует много анонимной памяти (~5 ГБ на пике). То есть mmap помогает с загрузкой весов, но не спасает от OOM при высоком разрешении.

Почему VAE ест память. Декодирование латентов в пиксели — это одна большая свёртка, которая создаёт промежуточные тензоры размером с итоговое изображение, умноженное на число каналов. Для 1024×1024 это ~50 МБ на канал × 128 каналов × несколько слоёв = гигабайты. Отсюда и пик ~5 ГБ.

--offload-to-cpu — для гибридных систем

--offload-to-cpu

В sd.cpp это аналог «выгрузить всё на CPU» для систем, где есть GPU, но он слабый. Для чисто CPU-инференса флаг не нужен (всё и так на CPU), но и не вредит. Скрипт добавляет его автоматически, если находит в --help.

--steps и --cfg-scale — параметры сэмплинга

--steps 8 --cfg-scale 1.0    # для turbo-моделей
--steps 20 --cfg-scale 7.0   # для base-моделей

Ключевое правило: параметры зависят от модели, а не от вашего желания.

Модель	`steps`	`cfg-scale`	Почему
Z-Image Turbo	8	1.0	Дистиллирована под 8 шагов, CFG «запечён» в веса
Mage-Flow Turbo	4	1.0	Дистиллирована под 4 шага
Z-Image (base)	28–50	5.0–7.0	Полная модель, требует много шагов и CFG
FLUX.3 Klein	16	1.0	Distilled
Qwen-Image Turbo	8 (через `--sigmas`)	1.0	Специальное расписание сигм

Подсказки по параметрам можно подсмотреть в примерах, которые приведены в репозитории сервера: https://github.com/leejet/stable-diffusion.cpp - кликните нужную модель и смотрите параметры в примерах.

Что будет, если перепутать. Если дать turbo-модели 30 шагов — качество не улучшится, а может ухудшиться (траектория денойзинга рассчитана на крупные шаги). Если дать base-модели 8 шагов и CFG 1.0 — получите размытый кадр (реальный случай с Z-Image base: «намек на изображение, жёсткий песок»). Параметры хранятся в MODEL_MAP скрипта, менять их «на лету» в UI — плохая идея.

--sampling-method — алгоритм сэмплинга

--sampling-method euler   # по умолчанию, стандарт
--sampling-method heun    # чуть чище, но медленнее
--sampling-method euler_a # больше вариативности

Для 95% случаев euler — правильный выбор. Остальные — для экспериментов.

--sigmas — для Qwen-Image и подобных

--sigmas qwen-image-2.1-turbo    # пресет из 8 значений
--sigmas 1.0,0.978,0.954,...,0.0 # вручную

Некоторые модели требуют фиксированного расписания сигм вместо --steps. Количество сигм = количество шагов. Если указать --sigmas и --steps одновременно — движок использует сигмы и проигнорирует шаги. Пресет qwen-image-2.1-turbo — это просто строковый псевдоним, он подставляется в список чисел (см. docs/ sd.cpp).

-s -1 — случайный seed

-s -1

-1 означает «новый seed на каждый запрос» — каждый раз новая картинка. Если нужна воспроизводимость — задайте конкретное число (-s 42).

Веб-интерфейс web/index.html

UI для sd-server — это собственная статическая страница (не родной UI sd.cpp), которую мы сделали в Material Dark стиле. Она:

Автоматически определяет имя модели через GET /sdapi/v1/options (поле sd_model_checkpoint).
Даёт поле промпта, выбор размера (группировка по соотношениям: 1:1, 16:9, 9:16, 4:3, 3:2, до 2048px) и кнопку «Сгенерировать».
Показывает статус («Работаю… (N шагов)» -> «Готово» / «Ошибка»).
Выводит картинку с кнопкой «Скачать PNG».
Адаптивна — на телефоне всё в один столбец.

Чего в UI нет (и почему):

Выбора модели — sd-server кэширует одну модель, смена требует перезапуска. Имя показывается, но не переключается.
Настройки шагов/CFG — они заданы в MODEL_MAP под конкретную модель. Если дать пользователю крутить шаги, он неизбежно сломает turbo-модель.
Прогресс-бара в реальном времени — эндпоинт /v1/images/generations синхронный, сервер отвечает только когда готово. Индикатор «Работаю…» просто висит. Для прогресса нужен асинхронный /sdcpp/v1/img_gen + polling, но это избыточно для первой итерации.

Код запуска run_sd_media.sh

#!/usr/bin/env bash
# Генерация изображений через stable-diffusion.cpp.
# По умолчанию запускается веб-сервер (sd-server) с UI.
# Для одиночной генерации через CLI — флаг -c/--cli.
#
# Usage:
#   ./run_sd_media.sh                                 # сервер с моделью по умолчанию
#   ./run_sd_media.sh -m z_image_turbo-Q4_K           # сервер с явной моделью
#   ./run_sd_media.sh --port 8081 --host 127.0.0.1    # другой порт/адрес
#   ./run_sd_media.sh -c "a cat on the moon"          # CLI-генерация
#   ./run_sd_media.sh -c -m z_image_turbo-Q4_K -W 1024 -H 768 "a cat"

set -euo pipefail

# --- Конфигурация ---
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
SD_DIR="$SCRIPT_DIR/stable-diffusion.cpp"
MEDIA_MODELS_DIR="$SCRIPT_DIR/models/media"
TEXT_MODELS_DIR="$SCRIPT_DIR/models"
SD_BUILD_BIN="$SD_DIR/build/bin"

# Поддерживаемые форматы весов (порядок = приоритет при неоднозначности).
# Используется в нормализации -m и в сканировании MEDIA_MODELS_DIR.
SUPPORTED_EXTS=(gguf safetensors ckpt pt pth)

SERVER_PORT="${SERVER_PORT:-8888}"
SERVER_HOST="${SERVER_HOST:-0.0.0.0}"
SERVER_HTML="${SERVER_HTML:-$SCRIPT_DIR/web/index.html}"
MEM_MAX="${MEM_MAX:-6G}"      # Жёсткий лимит памяти для сервера
MEM_HIGH="${MEM_HIGH:-5G}"    # Мягкий лимит (активное вытеснение)

# --- 1. Разбор аргументов ---
MODE="server"
MODEL_ARG=""
PROMPT_ARG=""
STEPS_OVERRIDE=""
CFG_OVERRIDE=""
WIDTH_ARG=""
HEIGHT_ARG=""
PORT_ARG=""
HOST_ARG=""
HTML_ARG=""

usage() {
    cat <<EOF
Usage: $(basename "$0") [OPTIONS] ["prompt"]

Режимы:
  (по умолчанию)       запуск веб-сервера sd-server
  -c, --cli            режим CLI (одна генерация)

Модель:
  -m, --model NAME     имя модели (с .gguf, .safetensors, .ckpt, .pt, .pth или без)

CLI-режим (-c):
  --steps N            переопределить число шагов
  --cfg-scale X        переопределить CFG scale
  -W, --width N        ширина (требует -H)
  -H, --height N       высота (требует -W)

Сервер (по умолчанию):
  --port N             порт (по умолчанию $SERVER_PORT)
  --host HOST          адрес (по умолчанию $SERVER_HOST)
  --html PATH          путь к index.html (по умолчанию $SERVER_HTML)

Прочее:
  -h, --help           эта справка
EOF
}

while [ $# -gt 0 ]; do
    case "$1" in
        -c|--cli) MODE="cli"; shift ;;
        -m|--model) MODEL_ARG="$2"; shift 2 ;;
        --steps) STEPS_OVERRIDE="--steps $2"; shift 2 ;;
        --cfg-scale) CFG_OVERRIDE="--cfg-scale $2"; shift 2 ;;
        -W|--width) WIDTH_ARG="$2"; shift 2 ;;
        -H|--height) HEIGHT_ARG="$2"; shift 2 ;;
        --port) PORT_ARG="$2"; shift 2 ;;
        --host) HOST_ARG="$2"; shift 2 ;;
        --html) HTML_ARG="$2"; shift 2 ;;
        -h|--help) usage; exit 0 ;;
        --) shift; [ $# -gt 0 ] && PROMPT_ARG="$*"; break ;;
        -*) echo "[!] Неизвестный флаг: $1"; exit 1 ;;
        *) if [ -z "$PROMPT_ARG" ]; then PROMPT_ARG="$1"; else PROMPT_ARG="$PROMPT_ARG $1"; fi; shift ;;
    esac
done

[ -n "$PORT_ARG" ] && SERVER_PORT="$PORT_ARG"
[ -n "$HOST_ARG" ] && SERVER_HOST="$HOST_ARG"
[ -n "$HTML_ARG" ] && SERVER_HTML="$HTML_ARG"

# Валидация -W/-H (только для CLI)
if [ "$MODE" = "cli" ]; then
    if { [ -n "$WIDTH_ARG" ] && [ -z "$HEIGHT_ARG" ]; } || { [ -z "$WIDTH_ARG" ] && [ -n "$HEIGHT_ARG" ]; }; then
        echo "[!] -W и -H нужно указывать вместе."; exit 1
    fi
    if [ -n "$WIDTH_ARG" ]; then
        [[ "$WIDTH_ARG" =~ ^[1-9][0-9]*$ ]] || { echo "[!] -W: положительное целое"; exit 1; }
        [[ "$HEIGHT_ARG" =~ ^[1-9][0-9]*$ ]] || { echo "[!] -H: положительное целое"; exit 1; }
    fi
fi

# Нормализация имени модели: если расширение не указано — подбираем по факту наличия файла.
# Поддерживаемые форматы: .gguf, .safetensors, .ckpt, .pt, .pth (см. docs stable-diffusion.cpp).
if [ -n "$MODEL_ARG" ]; then

    # Есть ли у имени уже известное расширение?
    HAS_KNOWN_EXT=0
    for ext in "${SUPPORTED_EXTS[@]}"; do
        if [[ "$MODEL_ARG" == *".$ext" ]]; then
            HAS_KNOWN_EXT=1
            break
        fi
    done

    # Если расширения нет — ищем файл по приоритету
    if [ "$HAS_KNOWN_EXT" -eq 0 ]; then
        for ext in "${SUPPORTED_EXTS[@]}"; do
            if [ -f "$MEDIA_MODELS_DIR/$MODEL_ARG.$ext" ]; then
                MODEL_ARG="$MODEL_ARG.$ext"
                break
            fi
        done
        # Если ни один файл не найден — оставляем как есть.
        # Ошибка всплывёт ниже, на шаге 6, со списком доступных моделей.
    fi
fi

# --- 2. Сборка ---
SD_CLI="$SD_BUILD_BIN/sd-cli"
SD_SERVER="$SD_BUILD_BIN/sd-server"

if [ ! -x "$SD_CLI" ] || [ ! -x "$SD_SERVER" ]; then
    echo "[*] Собираю stable-diffusion.cpp..."
    [ ! -d "$SD_DIR/.git" ] && git clone --recursive https://github.com/leejet/stable-diffusion.cpp.git "$SD_DIR"
    cmake -S "$SD_DIR" -B "$SD_DIR/build" -DCMAKE_BUILD_TYPE=Release
    cmake --build "$SD_DIR/build" --config Release -j "$(nproc)"
fi
[ -x "$SD_CLI" ] && [ -x "$SD_SERVER" ] || { echo "[!] Сборка не удалась"; exit 1; }
echo "[*] sd.cpp: $(git -C "$SD_DIR" rev-parse --short HEAD 2>/dev/null || echo 'unknown')"

# --- 3. Хелперы ---
resolve_path() {
    local base="$1" path="$2"
    if [[ "$path" = /* ]]; then echo "$path"; else echo "$base/$path"; fi
}

# --- 4. Маппинг моделей ---
# Ключ — имя .gguf файла (с расширением).
# Значение: "VAE(от MEDIA_MODELS_DIR)|LLM(от TEXT_MODELS_DIR)|доп.флаги"
declare -A MODEL_MAP

# z_image_turbo — быстрая (8 шагов), отличная композиция и планы, точная передача
# цвета/одежды; слаба в интеграции источников света и в «воздушных» техниках (гохуа).
MODEL_MAP["z_image_turbo-Q4_K.gguf"]="vae/Z-Image/ae.safetensors|Qwen3-4B-Instruct-2507-Q4_K_M.gguf|--steps 8 --cfg-scale 1.0"

# mage_flow_turbo — лучший баланс (~8 мин, 2 ГБ resident через mmap): сильна в epic
# (дракон, кристаллы, свет), канон в anime; слаба в guohua (коллаж) и 3D (нет среднего плана).
MODEL_MAP["mage_flow_turbo_bf16.safetensors"]="vae/mage/mage_flow_vae_bf16.safetensors|Qwen3VL-4B-Instruct-Q4_K_M/Qwen3VL-4B-Instruct-Q4_K_M.gguf|--cfg-scale 1.0 --steps 4"
# Заготовки (раскомментировать после скачивания VAE/LLM):
# MODEL_MAP["MOSS-Image-SFT-Q4_0.gguf"]="vae/moss/flux2-vae.safetensors|Qwen3.5-9B-Q4_K_M.gguf|--tokenizer $MEDIA_MODELS_DIR/vae/moss/tokenizer.json --cfg-scale 3.0"
# MODEL_MAP["Wan2.2-TI2V-5B-Q4_K_M.gguf"]="vae/Wan/wan2.2_vae.safetensors|umt5-xxl-encoder-Q5_K_M.gguf|--steps 20"
# sigmas можно вписать вручную, вместо строкого параметра, пример:
# --sigmas 1.0,0.978453,0.95418,0.926626,0.89508,0.845148,0.704534,0.414568,0.0
# qwen-image-2.1-turbo — медленная (~15 мин/картинку), но лучший реализм и свет;
# слаба в композиции/среднем плане, OOM при лимите 6 ГБ (VAE-декод ест ~5 ГБ).
# MODEL_MAP["qwen-image-2.1-turbo-Q4_K_M.gguf"]="vae/qwen-image/qwen_image_2.1_vae_bf16.safetensors|Qwen3VL-8B-Instruct-Q4_K_M.gguf|--sigmas qwen-image-2.1-turbo --steps 8 --cfg-scale 1.0 --sampling-method euler"
# flux3-image-klein — самый медленный (~33 мин), но лучшая композиция: аниме-постеры
# и канонический guohua; слаб в epic (кристаллы/дракон не интегрированы в сцену).
# MODEL_MAP["flux3-image-klein-Q4_0.gguf"]="vae/FLUX/ae.safetensors|Qwen3VL-4B-Instruct-Q4_K_M.gguf|--cfg-scale 1.0 --steps 16 --sampling-method euler"

# --- 5. Доступные модели ---
# Собираем все файлы поддерживаемых расширений через find.
# Это надёжнее wildcard-раскрытия и корректно работает с любыми путями.
FIND_EXPR=()
for ext in "${SUPPORTED_EXTS[@]}"; do
    [ ${#FIND_EXPR[@]} -gt 0 ] && FIND_EXPR+=(-o)
    FIND_EXPR+=(-name "*.$ext")
done

mapfile -t MODEL_FILES < <(
    find "$MEDIA_MODELS_DIR" -maxdepth 1 -type f \( "${FIND_EXPR[@]}" \) 2>/dev/null | sort
)

MODELS_AVAILABLE=()
for f in "${MODEL_FILES[@]}"; do
    [ -f "$f" ] || continue
    base=$(basename "$f")
    [ -n "${MODEL_MAP[$base]:-}" ] || continue
    IFS='|' read -r VAE_REL LLM_REL _ <<< "${MODEL_MAP[$base]}"
    VAE_CHECK="$(resolve_path "$MEDIA_MODELS_DIR" "$VAE_REL")"
    LLM_CHECK="$(resolve_path "$TEXT_MODELS_DIR" "$LLM_REL")"
    if [ -f "$VAE_CHECK" ] && [ -f "$LLM_CHECK" ]; then
        MODELS_AVAILABLE+=("$base")
    else
        # Отладка: почему модель отброшена (только при явном запросе)
        if [ "${DEBUG:-0}" = "1" ]; then
            echo "[debug] '$base' отброшена:" >&2
            [ -f "$VAE_CHECK" ] || echo "        нет VAE: $VAE_CHECK" >&2
            [ -f "$LLM_CHECK" ] || echo "        нет LLM: $LLM_CHECK" >&2
        fi
    fi
done

# --- 6. Выбор модели ---
if [ -n "$MODEL_ARG" ]; then
    [[ " ${MODELS_AVAILABLE[*]} " =~ " $MODEL_ARG " ]] || { echo "[!] Модель '$MODEL_ARG' недоступна"; exit 1; }
    MODEL_NAME="$MODEL_ARG"
elif [ ${#MODELS_AVAILABLE[@]} -eq 1 ]; then
    MODEL_NAME="${MODELS_AVAILABLE[0]}"
else
    DEFAULT_MODEL="${DEFAULT_MODEL:-z_image_turbo-Q4_K.gguf}"
    [[ " ${MODELS_AVAILABLE[*]} " =~ " $DEFAULT_MODEL " ]] || DEFAULT_MODEL="${MODELS_AVAILABLE[0]}"
    echo "[*] Доступные модели:"
    for i in "${!MODELS_AVAILABLE[@]}"; do printf '  %d) %s\n' "$((i+1))" "${MODELS_AVAILABLE[$i]}"; done
    while true; do
        read -r -p "Выбор [Enter = $DEFAULT_MODEL]: " choice
        [ -z "$choice" ] && MODEL_NAME="$DEFAULT_MODEL" && break
        [[ "$choice" =~ ^[0-9]+$ ]] && [ "$choice" -ge 1 ] && [ "$choice" -le ${#MODELS_AVAILABLE[@]} ] && MODEL_NAME="${MODELS_AVAILABLE[$((choice-1))]}" && break
        echo "  Неверно. Введите 1..${#MODELS_AVAILABLE[@]} или Enter."
    done
fi

IFS='|' read -r VAE_REL LLM_REL EXTRA_FLAGS <<< "${MODEL_MAP[$MODEL_NAME]}"
MODEL_PATH="$MEDIA_MODELS_DIR/$MODEL_NAME"
VAE_PATH="$(resolve_path "$MEDIA_MODELS_DIR" "$VAE_REL")"
LLM_PATH="$(resolve_path "$TEXT_MODELS_DIR" "$LLM_REL")"

echo "[*] Модель: $MODEL_NAME"
echo "[*] VAE: $VAE_PATH"
echo "[*] LLM: $LLM_PATH"

# --- 7. Опциональные флаги ---
HELP_OUT="$("$SD_CLI" --help 2>&1 || true)"
MMAP_FLAG=""
echo "$HELP_OUT" | grep -q -- "--use-mmap" && MMAP_FLAG="--use-mmap"
[ -z "$MMAP_FLAG" ] && echo "$HELP_OUT" | grep -q -- "--mmap" && MMAP_FLAG="--mmap"
OFFLOAD_FLAG=""
echo "$HELP_OUT" | grep -q -- "--offload-to-cpu" && OFFLOAD_FLAG="--offload-to-cpu"
DIM_FLAGS=""
[ -n "$WIDTH_ARG" ] && DIM_FLAGS="-W $WIDTH_ARG -H $HEIGHT_ARG"

# ==================================================================
# CLI-режим
# ==================================================================
if [ "$MODE" = "cli" ]; then
    # --- 9a. Промпт ---
    PROMPT="$PROMPT_ARG"
    if [ -z "$PROMPT" ]; then
        if [ ! -t 0 ]; then
            echo "[!] Промпт не передан, а stdin не терминал. Передайте промпт аргументом." >&2
            exit 1
        fi
        read -r -p "Введите промпт: " PROMPT
    fi
    [ -n "$PROMPT" ] || { echo "[!] Пустой промпт."; exit 1; }

    # --- 10a. Выходной файл ---
    OUTPUT_FILE="output_$(date +%Y%m%d_%H%M%S)_$$.png"

    echo "[*] Генерация в $OUTPUT_FILE ..."
    echo "[*] Лимит памяти: $MEM_MAX (soft $MEM_HIGH, swap off)"
    echo "------------------------------------------------------------"

    # --- 11a. Запуск (foreground, с лимитом памяти через systemd-run --scope) ---
    # --scope = синхронный режим: терминал блокируется до завершения sd-cli,
    # cgroup-лимиты при этом действуют (в отличие от --service).
    # shellcheck disable=SC2086
    CLI_CMD=(
        "$SD_CLI"
        --diffusion-model "$MODEL_PATH"
        --vae "$VAE_PATH"
        --llm "$LLM_PATH"
        -p "$PROMPT"
        -o "$OUTPUT_FILE"
    )
    [ -n "$MMAP_FLAG" ]      && CLI_CMD+=($MMAP_FLAG)
    [ -n "$OFFLOAD_FLAG" ]   && CLI_CMD+=($OFFLOAD_FLAG)
    [ -n "$EXTRA_FLAGS" ]    && CLI_CMD+=($EXTRA_FLAGS)
    [ -n "$DIM_FLAGS" ]      && CLI_CMD+=($DIM_FLAGS)
    [ -n "$STEPS_OVERRIDE" ] && CLI_CMD+=($STEPS_OVERRIDE)
    [ -n "$CFG_OVERRIDE" ]   && CLI_CMD+=($CFG_OVERRIDE)

    if command -v systemd-run &>/dev/null; then
        systemd-run --user --scope \
            -p MemoryMax="$MEM_MAX" \
            -p MemoryHigh="$MEM_HIGH" \
            -p MemorySwapMax=0 \
            -- "${CLI_CMD[@]}"
    else
        echo "[!] systemd-run не найден, запускаю без лимита памяти"
        "${CLI_CMD[@]}"
    fi

    echo "------------------------------------------------------------"
    echo "[*] Готово: $OUTPUT_FILE"
    exit 0
fi

# ==================================================================
# Серверный режим (по умолчанию)
# ==================================================================
[ -f "$SERVER_HTML" ] || { echo "[!] Не найден HTML: $SERVER_HTML"; exit 1; }

# Проверка порта
if (echo >/dev/tcp/127.0.0.1/"$SERVER_PORT") 2>/dev/null; then
    echo "[!] Порт $SERVER_PORT занят"; exit 1
fi

LOG_FILE="$(mktemp -t sd-server.XXXXXX.log)"
SERVER_PID=""
TAIL_PID=""

cleanup() {
    echo ""; echo "[*] Завершение..."
    [ -n "$SERVER_PID" ] && kill "$SERVER_PID" 2>/dev/null || true
    [ -n "$TAIL_PID" ] && kill "$TAIL_PID" 2>/dev/null || true
    rm -f "$LOG_FILE"
    echo "[*] Готово."
}
trap cleanup EXIT INT TERM

SERVER_CMD=(
    "$SD_SERVER"
    --listen-port "$SERVER_PORT"
    --listen-ip "$SERVER_HOST"
    --serve-html-path "$SERVER_HTML"
    --diffusion-model "$MODEL_PATH"
    --vae "$VAE_PATH"
    --llm "$LLM_PATH"
    -s -1
)
[ -n "$MMAP_FLAG" ] && SERVER_CMD+=($MMAP_FLAG)
[ -n "$OFFLOAD_FLAG" ] && SERVER_CMD+=($OFFLOAD_FLAG)
[ -n "$EXTRA_FLAGS" ] && SERVER_CMD+=($EXTRA_FLAGS)
[ -n "$STEPS_OVERRIDE" ] && SERVER_CMD+=($STEPS_OVERRIDE)
[ -n "$CFG_OVERRIDE" ] && SERVER_CMD+=($CFG_OVERRIDE)

echo "[*] Запуск sd-server (лимит памяти: $MEM_MAX, soft: $MEM_HIGH)..."
# Оборачиваем в systemd-run для лимита памяти
if command -v systemd-run &>/dev/null; then
    systemd-run --user --scope \
        -p MemoryMax="$MEM_MAX" \
        -p MemoryHigh="$MEM_HIGH" \
        -p MemorySwapMax=0 \
        -- "${SERVER_CMD[@]}" >"$LOG_FILE" 2>&1 &
else
    echo "[!] systemd-run не найден, запускаю без лимита памяти"
    "${SERVER_CMD[@]}" >"$LOG_FILE" 2>&1 &
fi
SERVER_PID=$!

tail -n +1 -f "$LOG_FILE" &
TAIL_PID=$!

echo "[*] Жду готовности (до 180 с)..."
READY=0
for i in $(seq 1 180); do
    kill -0 "$SERVER_PID" 2>/dev/null || { echo "[!] Сервер умер:"; tail -n 40 "$LOG_FILE"; exit 1; }
    if (echo >/dev/tcp/127.0.0.1/"$SERVER_PORT") 2>/dev/null; then READY=1; break; fi
    [ $((i % 15)) -eq 0 ] && echo "    ... ждём ($i с)"
    sleep 1
done
[ "$READY" -eq 1 ] || { echo "[!] Сервер не поднялся"; exit 1; }

echo ""
echo "============================================================"
echo "  sd-server is UP"
echo "------------------------------------------------------------"
echo "  Модель:  $MODEL_NAME"
echo "  Listen:  $SERVER_HOST:$SERVER_PORT"
echo "  Web UI:  http://127.0.0.1:$SERVER_PORT/"
if [ "$SERVER_HOST" = "0.0.0.0" ]; then
    LAN_IP="$(hostname -I 2>/dev/null | awk '{print $1}')"
    [ -n "$LAN_IP" ] && echo "  LAN:     http://$LAN_IP:$SERVER_PORT/"
fi
echo "  Лимит:   $MEM_MAX (soft $MEM_HIGH, swap off)"
echo "------------------------------------------------------------"
echo "  Ctrl+C — остановить."
echo "============================================================"
echo ""

while true; do
    kill -0 "$SERVER_PID" 2>/dev/null || { echo "[!] Сервер остановлен."; break; }
    sleep 2
done

Код HTML-интерфейса web/index.html

<!DOCTYPE html>
<html lang="ru">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>sd.cpp — генерация</title>
<style>
:root {
    --bg: #121212;
    --surface: #1e1e1e;
    --primary: #bb86fc;
    --primary-dim: #9a67ea;
    --text: #e1e1e1;
    --text-dim: #9e9e9e;
    --error: #cf6679;
}
* { box-sizing: border-box; margin: 0; padding: 0; }
body {
    background: var(--bg); color: var(--text);
    font-family: 'Segoe UI', Roboto, Helvetica, Arial, sans-serif;
    min-height: 100vh; display: flex; justify-content: center;
    padding: 24px 16px;
}
.container { width: 100%; max-width: 1000px; }
header {
    display: flex; align-items: baseline; justify-content: space-between;
    flex-wrap: wrap; gap: 8px; margin-bottom: 24px;
    border-bottom: 1px solid #333; padding-bottom: 16px;
}
h1 { font-size: 1.4rem; font-weight: 400; }
.model-info {
    font-size: 0.85rem; color: var(--text-dim);
    background: var(--surface); padding: 6px 12px; border-radius: 16px;
    word-break: break-all;
}
.card {
    background: var(--surface); border-radius: 12px;
    padding: 20px; margin-bottom: 20px;
    box-shadow: 0 2px 8px rgba(0,0,0,0.4);
}
label { display: block; font-size: 0.85rem; color: var(--text-dim); margin-bottom: 6px; }
textarea, select, input[type="number"], button {
    font-family: inherit; font-size: 1rem; border: none; border-radius: 8px;
}
textarea {
    width: 100%; min-height: 100px; padding: 12px;
    background: var(--bg); color: var(--text); resize: vertical;
    border: 1px solid #333; transition: border-color 0.2s;
}
textarea:focus { outline: none; border-color: var(--primary); }
.row { display: flex; gap: 12px; align-items: flex-end; flex-wrap: wrap; }
.field { flex: 1 1 180px; min-width: 0; }
select, input[type="number"] {
    width: 100%; padding: 10px 12px;
    background: var(--bg); color: var(--text); border: 1px solid #333;
}
select:focus, input[type="number"]:focus { outline: none; border-color: var(--primary); }
button {
    padding: 10px 24px; background: var(--primary); color: #000;
    font-weight: 600; cursor: pointer; transition: background 0.2s, opacity 0.2s;
    white-space: nowrap;
}
button:hover:not(:disabled) { background: var(--primary-dim); }
button:disabled { opacity: 0.5; cursor: not-allowed; }
.status {
    margin-top: 16px; min-height: 24px; font-size: 0.9rem;
    color: var(--text-dim); display: flex; align-items: center; gap: 8px;
}
.status.working { color: var(--primary); }
.status.error { color: var(--error); }
.spinner {
    width: 16px; height: 16px; border: 2px solid #444;
    border-top-color: var(--primary); border-radius: 50%;
    animation: spin 0.8s linear infinite; display: none;
}
.status.working .spinner { display: inline-block; }
@keyframes spin { to { transform: rotate(360deg); } }
.result { margin-top: 16px; text-align: center; }
.result img { max-width: 100%; height: auto; border-radius: 8px; box-shadow: 0 4px 16px rgba(0,0,0,0.6); }
.result a { display: inline-block; margin-top: 12px; color: var(--primary); text-decoration: none; font-size: 0.9rem; }
.result a:hover { text-decoration: underline; }
.hint { font-size: 0.8rem; color: var(--text-dim); margin-top: 8px; }

/* Адаптивность */
@media (max-width: 600px) {
    body { padding: 16px 8px; }
    .card { padding: 16px; }
    h1 { font-size: 1.2rem; }
    .row { flex-direction: column; align-items: stretch; }
    .field { flex: 1 1 auto; }
    button { width: 100%; padding: 12px; }
    .model-info { font-size: 0.75rem; padding: 4px 8px; }
    textarea { min-height: 80px; font-size: 0.95rem; }
    select, input[type="number"] { font-size: 0.95rem; }
}
</style>
</head>
<body>
<div>
    <header>
        <h1>sd.cpp — генерация</h1>
        <span id="model-info">загрузка…</span>
    </header>

    <div>
        <div>
            <div>
                <label for="prompt">Промпт</label>
                <textarea id="prompt" placeholder="a cozy cabin in snowy forest, cinematic lighting">a cozy cabin in snowy forest, cinematic lighting</textarea>
            </div>
            <div>
                <label for="size">Размер</label>
                <select id="size">
                    <optgroup label="1:1 — квадрат">
                        <option value="512x512">512 × 512</option>
                        <option value="768x768">768 × 768</option>
                        <option value="1024x1024">1024 × 1024</option>
                        <option value="1536x1536">1536 × 1536</option>
                        <option value="2048x2048">2048 × 2048</option>
                    </optgroup>
                    <optgroup label="16:9 — широкий">
                        <option value="1024x576">1024 × 576</option>
                        <option value="1280x720">1280 × 720</option>
                        <option value="1536x864">1536 × 864</option>
                        <option value="2048x1152">2048 × 1152</option>
                    </optgroup>
                    <optgroup label="9:16 — портрет">
                        <option value="576x1024" selected>576 × 1024</option>
                        <option value="720x1280">720 × 1280</option>
                        <option value="864x1536">864 × 1536</option>
                        <option value="1152x2048">1152 × 2048</option>
                    </optgroup>
                    <optgroup label="4:3 / 3:4">
                        <option value="1024x768">1024 × 768</option>
                        <option value="768x1024">768 × 1024</option>
                        <option value="1152x864">1152 × 864</option>
                        <option value="864x1152">864 × 1152</option>
                    </optgroup>
                    <optgroup label="3:2 / 2:3">
                        <option value="1216x832">1216 × 832</option>
                        <option value="832x1216">832 × 1216</option>
                    </optgroup>
                </select>
            </div>
        </div>
        <div>
            <button id="genBtn" onclick="generate()">Сгенерировать</button>
        </div>
        <div id="status">
            <span></span>
            <span id="status-text">Готов к работе</span>
        </div>
        <div id="result"></div>
        <div id="hint"></div>
    </div>
</div>

<script>
// --- Автоподгрузка имени модели ---
async function fetchModelName() {
    try {
        const res = await fetch('/sdapi/v1/options');
        if (!res.ok) throw new Error();
        const data = await res.json();
        const name = data.sd_model_checkpoint || 'неизвестно';
        document.getElementById('model-info').textContent = 'Модель: ' + name;
    } catch {
        document.getElementById('model-info').textContent = 'Модель: не удалось определить';
    }
}
fetchModelName();

const btn = document.getElementById('genBtn');
const status = document.getElementById('status');
const statusText = document.getElementById('status-text');
const resultDiv = document.getElementById('result');

function setStatus(text, state) {
    status.className = 'status' + (state ? ' ' + state : '');
    statusText.textContent = text;
}

async function generate() {
    const prompt = document.getElementById('prompt').value.trim();
    const size = document.getElementById('size').value;
    
    if (!prompt) { setStatus('Введите промпт', 'error'); return; }

    const fullPrompt = `${prompt}`;
    btn.disabled = true;
    resultDiv.innerHTML = '';
    setStatus(`Работаю…`, 'working');
    const startTime = Date.now();

    try {
        const response = await fetch('/v1/images/generations', {
            method: 'POST',
            headers: { 'Content-Type': 'application/json' },
            body: JSON.stringify({ prompt: fullPrompt, n: 1, size, response_format: 'b64_json' })
        });
        if (!response.ok) throw new Error(`HTTP ${response.status}`);
        const json = await response.json();
        if (json.data?.[0]?.b64_json) {
            const imgSrc = `data:image/png;base64,${json.data[0].b64_json}`;
            const elapsed = ((Date.now() - startTime) / 1000).toFixed(1);
            resultDiv.innerHTML = `
                <img src="${imgSrc}" alt="Результат">
                <br><a href="${imgSrc}" download="generated.png">Скачать PNG</a>
                <div>Готово за ${elapsed} с</div>`;
            setStatus('Готово');
        } else {
            throw new Error('Пустой ответ');
        }
    } catch (err) {
        setStatus('Ошибка: ' + err.message, 'error');
    } finally {
        btn.disabled = false;
    }
}

document.getElementById('prompt').addEventListener('keydown', e => {
    if ((e.ctrlKey || e.metaKey) && e.key === 'Enter' && !btn.disabled) { e.preventDefault(); generate(); }
});
</script>
</body>
</html>

Проверка после запуска

1. Сервер поднялся:

./run_sd_media.sh -m z_image_turbo-Q4_K

Плашка:

============================================================
  sd-server is UP
------------------------------------------------------------
  Модель:  z_image_turbo-Q4_K.gguf
  Listen:  0.0.0.0:8888
  Web UI:  http://127.0.0.1:8888/
  LAN:     http://<IP>:8888/
  Лимит:   6G (soft 5G, swap off)

2. UI открывается: http://127.0.0.1:8888/ — поле промпта, размер, кнопка.

3. Генерация работает: введите «a cozy cabin in snowy forest», размер 576×1024, нажмите. Через 3–8 минут появится картинка.

4. Модель видна в UI: в шапке — Модель: z_image_turbo-Q4_K.gguf (или имя из sd_model_checkpoint).

5. Память:

ps -o pid,rss,%mem -C sd-server

RSS может показывать 6–8 ГБ (виртуальное адресное пространство через mmap), но реально занято ~2–3 ГБ. Проверить через cgroup:

cat /sys/fs/cgroup/user.slice/user-$(id -u).slice/user@$(id -u).service/*/memory.current

Про OOM. При MEM_MAX=6G и высоком разрешении (1024×1024+) VAE-декод может упереться в лимит. Решения:

Уменьшить размер (-W 768 -H 768 или -W 512 -H 512).
Поднять лимит (MEM_MAX=8G ./run_sd_media.sh).
Использовать --vae-tiling (если поддерживается в вашей сборке) — декодирует по тайлам, снижая пик памяти.

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26 окт. 2026 г.

28.06.26 00:37 kimberlyhebertt673

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28.06.26 00:37 kimberlyhebertt673

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29.06.26 11:57 Lisadonato0726

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29.06.26 22:37 riley777

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30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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04.07.26 15:32 Fraddy Pual

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05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

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06.07.26 16:33 Jaran Løvlien

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07.07.26 18:00 robertalfred175

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07.07.26 18:01 robertalfred175

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09.07.26 19:06 Toivo Walli

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09.07.26 19:10 Misty Alexander

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 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] Call/Text Number: +1 (336) 390-6684
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.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 wendytaylor015

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31.07.26 16:21 rssllhrnsb

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01.08.26 15:05 keithwilson9899

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01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
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

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] Call/Text Number: +1 (336) 390-6684
04.08.26 12:37 kimberlyhebertt6877

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06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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11.08.26 03:43 raymont0714

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 marcushenderson624

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18.08.26 04:59 marcushenderson624

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19.08.26 14:50 BAYER7043

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20.08.26 11:32 michaeldavenport218

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20.08.26 11:32 michaeldavenport218

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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.
25.08.26 13:44 lydiassmith567

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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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.
01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

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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