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Нафиг NVIDIA! Часть 2. Запустил 8 нейросетей на FPGA за $50 — и упёрся в DDR3
В первой части я рассказал, как запустил Qwen на списанной FPGA-плате за $50 с открытым TPU (openTPU). Комментаторы справедливо заметили: это больше анонс, чем статья. Где сборка, где кристалл, где замеры, почему 133 МГц, где КЕДР?
Я, когда 512 умножителей ждут, пока DDR3 подвезёт веса.
Мы с Вами соберем прошивку в Vivado, раскрасим кристалл по модулям, разложим 9,7 ватта по блокам и прогоним 165 запусков восьми языковых моделей. Главный результат оказался не тем, которого я ждал: матрица из 512 умножителей выдаёт 121 GOPS из 136,5 возможных, а при генерации текста ей достаётся меньше четверти - потому что память DDR3 работает на 94 % своего предела и быстрее подвезти веса просто не может.
Коротко
Железо: Inspur YPCB-00338, Kintex-7 XC7K480T-2, 2 × 2 ГиБ DDR3-1066, PCIe Gen2 x8.
Моя сборка в Vivado: ядро 133,33 МГц, запас по таймингу 19 пикосекунд (я адепт положительного
ШСЛАКА, мало ли кто с отрицательными работает). Занято 59 % LUT, 63 % BRAM, 37 % DSP, 76 % слайсов.Проверка на плате: 138 аппаратных тестов, три прогона подряд. 165 запусков LLM, все завершились успешно.
Скорость: Qwen3.5-2B - 12,5 ток/с, Qwen3-0.6B - 35, LFM2.5-230M - 95 (веса 4 бита).
Узкое место: при генерации, DDR3 загружена на 92–96 %. Поэтому PCIe x1 вместо x8 почти ничего не меняет (кроме загрузки в память из компа), а 4-битные веса вместо 8-битных ускоряют в 1,4-1,8 раза.
По итогам опроса Вы больше всего хотели сборку с нуля (59 %) и устройство TPU (51 %), дальше - грабли (37 %), стоимость (35 %) и сравнение моделей (29 %). Всё это есть, в таком порядке, чтобы шло от железа к цифрам.
Пссс…⚡ Для тех, кто быстрый, как Flash, Куда прыгать:
Ну а кто засел надолго и хочет нырнуть полностью погнали) ↓
1. Железо и почём нынче эксперимент с КЕДРом?
Плата
Плата с двух сторон. Фото https://www.tiferking.cn/index.php/2024/12/19/650
Inspur YPCB-00338 - это какая-то списанная карточка, сливают ее на нашем любимом AliExpress и eBay. Для наших целей в ней три важные вещи:
Kintex-7 XC7K480T-2 (алмазик) - 299 тыс. LUT, 1920 умножителей DSP48E1, 955 блоков памяти по 36 Кбит (~ 34 Мбит на всём кристалле).
Два канала DDR3-1066 (теперь и ты алмазик) по 2 GB, каждый шириной 64 бита данных плюс 8 бит ECC. ECC защищает от ошибок, но к скорости ничего не добавляет: полезных бит 64.
PCIe x8, по которому плата разговаривает с компьютером.
34 Мбит памяти на кристалле - это ни о чём для LLM: даже Qwen3-0.6B в 4 битах весит в сотню раз больше. Значит, веса живут в DDR3, и, забегая вперёд, именно DDR3 определит скорость, Вы это и так знаете, не буду умничать.
Стенды
Плата побывала в нескольких компьютерах - получилось сравнить разные PCIe.
Стенд | Что это | PCIe |
|---|---|---|
ПК | Windows, Intel Core i9-14900KF, 64GB DDR, 4T SSD, Vivado 2024.2.2 | - |
A | Бука для нот (Notebook), Ubuntu 24.04, плата снаружи через USB4 с туннелем PCIe (TH3P4G3), 16GB DDR, 2T SSD, i7-1185G7, блок питания (METALFISH Black Diamond 550M), кабель USB4 Type-C (в комплекте с TH3P4G3) | Gen2x1(Gen2x4) |
B | MINISFORUM MS-A2, Ubuntu 22.04, плата в слоте, AMD Ryzen 9 9955HX, 64GB DDR, 2T SSD | Gen2x8 |
Все замеры в статье - со стенда B, где плата работает на полной скорости PCIe.
Сколько стоит
$50 из заголовка - цена самой платы ( сам чип, как подметили в комментариях к прошлой статье, стоит дорого). Указываю цены за которые сам урвал.
На Aliexpress лучше искать XC7K480T и смотреть по фото и другим, конечно могут и болт прислать, у меня такое как-то было :xD.
Полный стенд дороже:
Что | Цена |
|---|---|
Плата YPCB-00338 | ~$50 |
Доставка | от 0 до бесконечности (у меня ~$10 вышла) |
JTAG-программатор: | ~$40 |
USB4 с туннелем PCIe (для конфигурации А) | ~$140 |
Блок питания (для конфигурации А) | ~$85 |
ПК | был |
Итого ~$100, если плата в слоте (плата 50 + доставка 10 + JTAG 40). Для стенда A через USB4 - ещё ~$225 на адаптер и блок питания.
Отдельный подводный камень - TH3P4G3 при прошивке платы (будет пропадать устройство PCIe) будет выключать питание платы, соответственно плату прошить не получится, так что не рекомендую для этого проекта (может как-то и можно отключить это, но честно не копался).
2. Собираем с нуля прошивку для камня
Что внутри прошивки
В Vivado собирается не только TPU. Прошивка - это четыре подсистемы на одном кристалле:
Ядро openTPU на Verilog: матрица, векторный блок, рабочая память, DMA, квантизатор, секвенсор.
Мост PCIe - IP-блок Xilinx XDMA.
Два контроллера DDR3 из проекта LiteDRAM вместо привычного Xilinx MIG. Внутри работает маленький процессор RISC-V (VexRiscv) - он при старте сам калибрует задержки DDR3. То есть на кристалле рядом с TPU крутится ещё и процессор, который нужен только для того, чтобы договориться с памятью.
Обвязка: мост от ядра к двум каналам памяти, регистры управления, аппаратный журнал событий.
Сборка
git clone https://github.com/FeSens/openTPU.git
cd openTPU
git checkout 8eaa480Ревизию фиксирую специально: репозиторий живой, и на свежем main цифры могут отличаться.
Перед стартом необходимо установить Vivado 2024.2 или выше ( не проверял, могут возникнуть нюансы).
На Windows всё делает один PowerShell-скрипт - создаёт проект, генерирует IP, синтезирует, разводит и пишет bitstream :
run_vivado.ps1param(
[int]$DDR = 1066,
[int]$JOBS = 8, # как нагрузить процессор
[int]$MCOLS = 4,
[int]$VPU_CL = 2,
[int]$LANES = 8,
[int]$ACT_ROWS = 0,
[int]$DSTEP = 1,
[double]$CORE_MHZ = 0,
[int]$PCIE_GEN = 2,
[switch]$FAST,
[switch]$ImplOnly,
[string]$IMPL_STRATEGY = "",
[string]$BUILD_ID = "00000000",
# Измени этот путь под свою установку
[string]$Vivado = "C:\Xilinx\Vivado\2024.2\bin\vivado.bat"
)
$ErrorActionPreference = "Stop"
$here = Split-Path -Parent $MyInvocation.MyCommand.Path
$root = (Resolve-Path (Join-Path $here "..\..")).Path
$out = Join-Path $root "build\vivado"
if ($DDR -ne 1066) {
throw "DDR3-$DDR is unsupported. LiteDRAM is generated for DDR3-1066."
}
if ($ACT_ROWS -eq 0) {
$ACT_ROWS = $MCOLS
}
if ($CORE_MHZ -eq 0) {
if ($FAST) {
$CORE_MHZ = 100
} else {
$CORE_MHZ = 133.33
}
}
if (!(Test-Path $Vivado)) {
throw "Vivado not found: $Vivado"
}
New-Item -ItemType Directory -Force -Path $out | Out-Null
# Environment read by create_project.tcl / bd_native.tcl / build.tcl
$env:PCIE_GEN = "$PCIE_GEN"
if ($FAST) {
$env:OTPU_FAST = "1"
} else {
$env:OTPU_FAST = "0"
}
# Optional IP cache
$cache = Join-Path $env:LOCALAPPDATA "openTPU\vivado-ip-cache"
New-Item -ItemType Directory -Force -Path $cache | Out-Null
$env:OTPU_IP_CACHE = $cache
$createTcl = Join-Path $here "vivado\create_project.tcl"
$buildTcl = Join-Path $here "vivado\build.tcl"
Write-Host ""
Write-Host "openTPU Vivado build"
Write-Host "-------------------"
Write-Host "Root : $root"
Write-Host "Output : $out"
Write-Host "DDR : $DDR"
Write-Host "CORE_MHZ : $CORE_MHZ"
Write-Host "MCOLS : $MCOLS"
Write-Host "VPU_CL : $VPU_CL"
Write-Host "LANES : $LANES"
Write-Host "ACT_ROWS : $ACT_ROWS"
Write-Host "DSTEP : $DSTEP"
Write-Host "PCIe Gen : $PCIE_GEN"
Write-Host "FAST : $FAST"
Write-Host ""
if (!$ImplOnly) {
Write-Host "=== CREATE PROJECT ==="
& $Vivado `
-mode batch `
-nojournal `
-log (Join-Path $out "create_project.log") `
-source $createTcl `
-tclargs `
$DDR `
$out `
$MCOLS `
$CORE_MHZ `
$BUILD_ID `
$VPU_CL `
$LANES `
$ACT_ROWS `
$DSTEP
if ($LASTEXITCODE -ne 0) {
throw "Vivado create_project failed: $LASTEXITCODE"
}
Write-Host ""
Write-Host "=== FULL BUILD ==="
& $Vivado `
-mode batch `
-nojournal `
-log (Join-Path $out "build.log") `
-source $buildTcl `
-tclargs `
$out `
$JOBS `
"full" `
$IMPL_STRATEGY
} else {
Write-Host "=== IMPLEMENTATION ONLY ==="
& $Vivado `
-mode batch `
-nojournal `
-log (Join-Path $out "build_impl.log") `
-source $buildTcl `
-tclargs `
$out `
$JOBS `
"impl" `
$IMPL_STRATEGY
}
if ($LASTEXITCODE -ne 0) {
throw "Vivado build failed: $LASTEXITCODE"
}
Write-Host ""
Write-Host "================================"
Write-Host "DONE"
Write-Host "Bitstream: $out\otpu.bit"
Write-Host "MCS : $out\otpu.mcs"
Write-Host "Reports : $out\reports"
Write-Host "================================"Кладём run_vivado.ps1 (текст - под спойлером ниже) в папку boards\ypcb-00338.
Нужно изменить этот путь под папку где находится Vivado - 17 строчка ( [string]$Vivado = “C:\Xilinx\Vivado\2024.2\bin\vivado.bat”).
Запускаем всё разом (создание проекта, синтез, имплементацию) и ждёмс (зависит от мощности вашей машины).
cd boards\ypcb-00338
Set-ExecutionPolicy -Scope Process -ExecutionPolicy Bypass
Unblock-File .\run_vivado.ps1
.\run_vivado.ps1Bypass разрешает запуск скачанного скрипта без подписи, и только в текущем окне.
Параметры конфигурации: DDR = 1066, MCOLS = 4 (четыре колонки матрицы по 128 ячеек), LANES = 8 (дорожки векторного блока), CORE_MHZ = 133.333, PCIE_GEN = 2.
Этап | Что происходит |
|---|---|
Создание проекта Vivado и IP | блок-дизайн, XDMA, генерация IP |
Синтез | RTL → нетлист |
Размещение и оптимизация | place, phys_opt |
Трассировка | route |
Проект будет лежать в папке build\vivado.
После того как скрипт завершится откроем файл проекта в этой папке с расширением *.xpr.
У меня так :
После открытия, переходим в Project Summary:
Открываем Project Summary: Window → Project Summary
Вот так выглядит окно успеха, разводка завершилась, тайминг сошёлся
Это успех
Это успех вблизи
Запас 19 пикосекунд (0.019ns) - 0,25 % такта. Почему так впритык, разберу в разделе про кристалл.
Далее нажмем на кнопку Generate Bitstream (для создания прошивки во временную память ПЛИС) и ждем ( успех будет отмечен там же такой же галочкой )
Generate Bitstream - собираем прошивку для ПЛИС
После еще одного успеха, сгенерируем файл прошивки для FLASH. Нажимаем Generate Memory .... в Tools:
Tools → Generate Memory Configuration File
Указываем Flash на плате.
№ | Действие |
|---|---|
1-3 | Выбираем тип конфигурационной Flash-памяти: Memory Part → … → |
4 | Указываем путь для сохранения новой прошивки FLASH. Удобно сохранить в |
5–6 | Включаем Load bitstream files и выбираем ранее сгенерированную прошивку временной памяти (у меня |
7 | Для надёжности включаем Write checksum и Overwrite. Disable bit swapping оставляем выключенным. |
8 | Нажимаем OK - Vivado создаёт файл прошивки для записи во Flash. |
еще успех
Далее пойдем шить камень
Кнопка Open Target - подключаемся к камню
Нужно указать что есть FLASH:
указываем ту же память
Когда спросит "хотим ли мы прошить" жмём да, чё спрашиваешь)
Выбираем .bin и прошиваем Flash
Указываем файл прошивки для FLASH ранее созданный (у меня build/vivado/otpu.runs/impl_1/otpu_fpga_top_ld.bin ).
Ждем завершения успеха)
УСПЕХ, камень будет жить)
Сколько камня занято и сколько потребляет
Словарик: LUT, FF, BRAM и DSP - из чего сделана ПЛИС
3. Linux, драйвер и первая проверка
Перезагружаем компьютер, в который вставлена плата. Можно и без перезагрузки - удалить устройство и пересканировать шину:
sudo modprobe -r xdma
echo 1 | sudo tee /sys/bus/pci/devices/0000:07:00.0/remove
echo 1 | sudo tee /sys/bus/pci/rescanРасчехляем ssh и подключаемся к другой машине куда непосредственно вставлена плата (если плата вставлена в другой комп).
Проверим что жива и дом не сгорел:
sudo lspci -vv | grep -E 'Xilinx'
linux видит плату
Плата представляется ускорителем вычислений - на хайпе и гордая).
Если плата вставлена в другую машину повторяем скачивание проекта:
git clone https://github.com/FeSens/openTPU.git
cd openTPU
git checkout 8eaa480#!/usr/bin/env bash
# openTPU hardware bring-up only: no LLM checkpoint download or inference.
set -Eeuo pipefail
PROJECT="$(pwd -P)"
RESET_VENV="${RESET_VENV:-1}"
VERBOSE="${VERBOSE:-1}"
DRIVER_URL="https://github.com/Xilinx/dma_ip_drivers.git"
PROJECT_URL="https://github.com/FeSens/openTPU.git"
mkdir -p "$PROJECT/logs" "$PROJECT/drivers" "$PROJECT/benchmarks" "$PROJECT/.local"
LOG="$PROJECT/logs/setup_$(date +%Y%m%d_%H%M%S).log"
exec > >(tee -a "$LOG") 2>&1
export PYTHONUNBUFFERED=1
export PS4='+ [${BASH_SOURCE##*/}:${LINENO}] '
[[ "$VERBOSE" == 1 ]] && set -x
trap 'rc=$?; set +x; printf "\nERROR: step failed on line %s (exit %s)\nLOG: %s\n" "$LINENO" "$rc" "$LOG" >&2' ERR
step() { printf '\n========== %s ==========\n' "$*"; }
die() { echo "ERROR: $*" >&2; exit 1; }
step 'Environment and project location'
echo "PROJECT=$PROJECT"; date -Is; uname -a
[[ "$PROJECT" != / && "$PROJECT" != "$HOME" ]] || die 'Run inside a dedicated openTPU directory, not / or HOME.'
command -v sudo >/dev/null || die 'sudo is required'
# A directory containing an unrelated project is not overwritten.
if [[ ! -f "$PROJECT/pyproject.toml" || ! -d "$PROJECT/opentpu" ]]; then
if [[ -n "$(find "$PROJECT" -mindepth 1 -maxdepth 1 ! -name logs ! -name drivers ! -name benchmarks ! -name .local ! -name setup_opentpu_universal.sh ! -name setup.sh -print -quit)" ]]; then
die 'Directory is not an openTPU checkout and is not empty. Run in an empty directory or an existing openTPU checkout.'
fi
step 'Install required packages for source checkout'
sudo apt-get update
sudo apt-get install -y git ca-certificates
temp_checkout="$(mktemp -d)"
git clone --depth 1 "$PROJECT_URL" "$temp_checkout/openTPU"
cp -a "$temp_checkout/openTPU/." "$PROJECT/"
rm -rf -- "$temp_checkout"
fi
[[ -d "$PROJECT/opentpu" && -f "$PROJECT/pyproject.toml" ]] || die 'openTPU sources not found'
if git -C "$PROJECT" rev-parse --is-inside-work-tree >/dev/null 2>&1; then
git -C "$PROJECT" rev-parse HEAD || true
git -C "$PROJECT" status --short || true
fi
step 'Host packages'
sudo apt-get update
sudo apt-get install -y build-essential make gcc git rsync pciutils kmod python3 python3-venv python3-pip "linux-headers-$(uname -r)"
step 'Detect Xilinx PCIe device automatically'
mapfile -t xilinx_devices < <(lspci -Dnnd 10ee: | awk '{print $1}')
((${#xilinx_devices[@]} > 0)) || die 'No Xilinx PCIe devices found (vendor 10ee). Check power, bitstream and PCIe enumeration.'
printf 'Xilinx devices found:\n'; lspci -Dnn -d 10ee:
if [[ -n "${PCI_BDF:-}" ]]; then
BDF="$PCI_BDF"
[[ "$BDF" == 0000:* ]] || BDF="0000:$BDF"
else
# Prefer the openTPU/ XDMA endpoint ID 10ee:7028; otherwise accept only a unique Xilinx endpoint.
mapfile -t preferred < <(lspci -Dnnd 10ee:7028 | awk '{print $1}')
if ((${#preferred[@]} == 1)); then
BDF="${preferred[0]}"
elif ((${#xilinx_devices[@]} == 1)); then
BDF="${xilinx_devices[0]}"
else
die 'Several Xilinx devices found. Rerun with PCI_BDF=0000:BB:DD.F ./setup_opentpu_universal.sh'
fi
fi
[[ -d "/sys/bus/pci/devices/$BDF" ]] || die "PCI device $BDF does not exist"
echo "SELECTED_PCI_BDF=$BDF"
lspci -nnk -s "$BDF"; lspci -vv -s "$BDF" | grep -E 'LnkCap:|LnkSta:|Region [0-9]:' || true
for item in vendor device subsystem_vendor subsystem_device current_link_speed current_link_width max_link_speed max_link_width; do
file="/sys/bus/pci/devices/$BDF/$item"; [[ -r "$file" ]] && printf '%s=' "$item" && cat "$file"
done
step 'Get XDMA sources inside the project'
DRIVER_REPO="$PROJECT/drivers/dma_ip_drivers"
if [[ ! -f "$DRIVER_REPO/XDMA/linux-kernel/xdma/Makefile" ]]; then
if [[ -f "$HOME/dma_ip_drivers/XDMA/linux-kernel/xdma/Makefile" ]]; then
mkdir -p "$DRIVER_REPO"
rsync -a "$HOME/dma_ip_drivers/" "$DRIVER_REPO/"
else
[[ ! -e "$DRIVER_REPO" || -z "$(ls -A "$DRIVER_REPO" 2>/dev/null)" ]] || die "Driver directory $DRIVER_REPO contains unrelated files"
git clone "$DRIVER_URL" "$DRIVER_REPO"
fi
fi
[[ -f "$DRIVER_REPO/XDMA/linux-kernel/include/libxdma_api.h" ]] || die 'Missing XDMA header include/libxdma_api.h'
step 'Compile driver on local filesystem (source remains in project)'
# Kernel module builds frequently fail on SMB shares: use a local temp build tree.
BUILD_ROOT="$(mktemp -d "${TMPDIR:-/tmp}/opentpu-xdma.XXXXXXXX")"
trap 'rc=$?; set +x; echo "Exit $rc; log: $LOG" >&2; [[ -n "${BUILD_ROOT:-}" && -d "$BUILD_ROOT" ]] && rm -rf -- "$BUILD_ROOT"; exit "$rc"' EXIT
rsync -a --exclude='.git' "$DRIVER_REPO/" "$BUILD_ROOT/dma_ip_drivers/"
cd "$BUILD_ROOT/dma_ip_drivers/XDMA/linux-kernel/xdma"
make clean
make -j"$(nproc)" KCFLAGS="-I$(realpath ../include)"
[[ -s xdma.ko ]] || die 'xdma.ko not created'
modinfo ./xdma.ko | grep -E '^(filename|vermagic|description):' || true
[[ "$(modinfo -F vermagic ./xdma.ko)" == "$(uname -r) "* ]] || die 'Built module vermagic does not match running kernel'
mkdir -p "$PROJECT/drivers/modules/$(uname -r)"
cp -f ./xdma.ko "$PROJECT/drivers/modules/$(uname -r)/xdma.ko"
step 'Load compiled XDMA (no reboot, no flash programming)'
if [[ -L "/sys/bus/pci/devices/$BDF/driver" ]]; then
active_driver="$(basename "$(readlink -f "/sys/bus/pci/devices/$BDF/driver")")"
[[ "$active_driver" == xdma ]] || die "Selected board is bound to $active_driver; refusing to replace it automatically"
fi
if lsmod | awk '$1=="xdma" {found=1} END {exit !found}'; then
sudo modprobe -r xdma || die 'XDMA in use, stop programs that access /dev/xdma* and retry'
fi
sudo insmod "$PROJECT/drivers/modules/$(uname -r)/xdma.ko" poll_mode=0
sleep 2
lspci -nnk -s "$BDF"
ls -l /dev/xdma* || true
mapfile -t udev_nodes < <(compgen -G '/dev/xdma*_user' || true)
((${#udev_nodes[@]} >= 1)) || die 'No /dev/xdma*_user. Inspect kernel log.'
DEVICE="${DEVICE:-${udev_nodes[0]%_user}}"
[[ -c "${DEVICE}_user" && -c "${DEVICE}_h2c_0" && -c "${DEVICE}_c2h_0" ]] || die "Missing DMA nodes for $DEVICE"
echo "SELECTED_XDMA=$DEVICE"
sudo dmesg | tail -45 || true
step 'Create Python environment inside project'
cd "$PROJECT"
VENV="$PROJECT/.venv"
# SMB/CIFS can break virtual environments (symlinks, executable permissions).
# Never silently relocate .venv outside the project.
if [[ -L "$VENV" ]]; then
rm -- "$VENV"
elif [[ -e "$VENV" && "$RESET_VENV" == 1 ]]; then
[[ -d "$VENV" ]] || die "Unexpected .venv path: $VENV"
rm -rf -- "$VENV"
fi
if [[ ! -x "$VENV/bin/python" ]]; then
python3 -m venv --copies "$VENV" || die "Cannot create .venv on this filesystem; mount with Linux-compatible permissions or use a local checkout"
fi
[[ -x "$VENV/bin/python" ]] || die "Python in $VENV is not executable (SMB mount may be noexec)"
"$VENV/bin/python" -m pip install -U pip setuptools wheel transformers tokenizers safetensors sentencepiece protobuf torch https://download.pytorch.org/whl/cpu
"$VENV/bin/python" -m pip install -e "$PROJECT"
export PATH="$VENV/bin:$PATH"
command -v otpu-selftest; command -v otpu-diag; command -v otpu-smi
step 'Software CLI smoke checks'
otpu-diag --help >/dev/null
otpu-selftest --help >/dev/null
otpu-smi --help >/dev/null
step 'FPGA board diagnostics (no model / no LLM)'
otpu-diag --dev "$DEVICE"
step 'SUCCESS: board bring-up complete, no LLM downloaded or executed'
echo "Project: $PROJECT"
echo "PCIe FPGA: $BDF"
echo "XDMA: $DEVICE"
echo "Venv: $VENV"
echo "Log: $LOG"
echo 'No Qwen model was downloaded, loaded or launched.'Для ленивых (то есть для себя) я написал setup_opentpu.sh . Он ставит зависимости, сам находит плату на шине, собирает драйвер XDMA под текущее ядро, поднимает Python-окружение и в конце гоняет диагностику. Модели не качает и плату не прошивает.
Учтите: драйвер он подгружает через insmod, так что после перезагрузки или обновления ядра скрипт надо запустить снова. Если нужно навсегда - в openTPU есть sudo otpu-setup, он ставит драйвер через DKMS.
При этом он не скачивает языковые модели, не запускает LLM-инференс и не прошивает FPGA.
Что делает скрипт по шагам:
Шаг | Действие | Что происходит |
|---|---|---|
1 | Подготовка проекта | Определяет текущую папку, создаёт |
2 | Установка зависимостей | Устанавливает компилятор GCC, Make, Git, Python, заголовки текущего ядра Linux и инструменты для работы с PCIe. |
3 | Поиск FPGA | Автоматически ищет устройства Xilinx по PCI Vendor ID |
4 | Получение драйвера XDMA | Скачивает исходники драйвера из |
5 | Компиляция драйвера | Собирает |
6 | Подключение драйвера | Выгружает ранее (если был ) загруженный модуль |
7 | Создание Python-окружения | Создаёт |
8 | Проверка утилит | Проверяет доступность |
9 | Аппаратная диагностика | Запускает |
10 | Сохранение результатов | Записывает подробный журнал выполнения в |
Запускаем скрипт:
bash ./setup_opentpu.sh
Ждем окончания снова успеха)
setup_opentpu.sh отработал: плата поднята, драйвер загружен
Полный журнал установки - в logs/setup_<дата>.log
Диагностика: 138 из 138
Убедимся, что работает всё. Для этого в openTPU есть otpu-diag: он гоняет PCIe, регистры, оба канала памяти, каждую инструкцию ускорителя и программы на всех блоках сразу. На стенде B я прогнал его трижды подряд:
Раздел | PASS | FAIL | SKIP | INFO |
|---|---|---|---|---|
Платформа: PCIe, драйвер, ID, калибровка DDR3 | 9 | 0 | 1 | 0 |
Регистры | 7 | 0 | 0 | 0 |
I²C и датчики | 4 | 0 | 0 | 1 |
Память: оба канала DDR3 | 11 | 0 | 0 | 0 |
Инструкции, бит в бит с симулятором | 103 | 0 | 0 | 0 |
Программы на всех блоках | 4 | 0 | 0 | 0 |
Итого | 138 | 0 | 1 | 1 |
Прогон - 3,3 секунды, три раза одинаково. Плата ответила своим ID 0x4f545055 - это «OTPU» в ASCII. 103 программы - по одной на каждый вариант каждой инструкции - посчитали то же, что программный симулятор, бит в бит. Счётчик тактов не врёт: 20 млн итераций - 300 мс по плате и 301 мс по часам компьютера.
DMA на стенде B: запись на плату 2,76 ГБ/с, чтение 1,91 ГБ/с - 69 % потолка линии Gen2 x8. У автора - 2,98 ГБ/с. Через USB4 на стенде A было 0,30 ГБ/с.
4. Как устроен TPU внутри
Упрощённая архитектура openTPU .
Схема упрощённая, но всё главное на ней есть. Снаружи - компьютер: он готовит модель, через PCIe и мост XDMA кладёт веса и программу в DDR3 платы и даёт команду «старт». Дальше работает само ядро, и в нём шесть блоков:
Секвенсор - дирижёр. Читает программу, раздаёт команды остальным и следит, чтобы никто не прочитал то, что ещё не записано. На одно дирижирование ушло 16 тыс. LUT.
DMA - грузчик. Таскает данные между DDR3 и рабочей памятью. Это не XDMA: тот возит данные с компьютера, а этот работает внутри ядра.
TMEM - общая доска на 256 КиБ fp32, через которую блоки передают друг другу результаты. Физически она занимает 384 блока BRAM, потому что хранится в шести копиях - почему, расскажу ниже.
VPU - 8 дорожек fp32 для всего, что не умножение матриц: нормы, softmax, экспонента, обратный корень. Самый толстый блок ядра по логике - 39 тыс. LUT.
Квантизатор - сжимает fp32 в INT8 и кладёт в ACT RAM, откуда их берёт матрица.
MXU - матрица 4 × 128 = 512 ячеек, весь блок - 554 DSP. Активации берёт из ACT RAM, веса - потоком прямо из DDR3, результат пишет в TMEM.
Рядом - дорога к памяти: мост от ядра к двум каналам, разветвитель для запросов с компьютера и два контроллера LiteDRAM с тем самым VexRiscv.
И одна цифра, на которой держится вся вторая половина статьи. Веса в матрицу приходят по 1024 бита за такт: 128 байт × 133,33 МГц = 17,07 ГБ/с. А два канала DDR3-1066 дают в пике 2 × 8 байт × 1066 млн = 17,06 ГБ/с. Совпадение до сотых не случайно: порт сделан ровно под память. Запомните эту цифру.
Что происходит внутри TPU на уровне RTL
Подробная архитектура TPU по RTL-иерархии проекта
Если посмотреть глубже, архитектура openTPU состоит из нескольких подсистем.
Подсистема | Основные модули | Назначение |
|---|---|---|
PCIe и управление |
| Принимают команды компьютера, обеспечивают доступ к регистрам и передают данные через PCIe Gen2 ×8. |
Мониторинг и диагностика |
| Аппаратный журнал событий, счётчики и измерение температуры FPGA. |
Вычислительное ядро |
| Объединяет секвенсор, рабочую память, DMA, VPU, квантизатор и MXU. |
Секвенсор |
| Читает программу из памяти инструкций на 4096 слов и управляет выполнением команд. |
Рабочая память |
| Хранит промежуточные результаты FP32: 64 тысячи слов, логически 256 КиБ. Для нескольких параллельных портов чтения используется шесть физических копий. |
Векторные вычисления |
| Выполняет арифметику FP32, в том числе операции нормализации и сложные функции. |
Квантизатор |
| Преобразует FP32 в INT8 и сохраняет активации для матричного вычислителя. |
Матричный вычислитель |
| Содержит 512 вычислительных элементов и принимает веса по 1024-битному интерфейсу. |
Внутренний доступ к памяти |
| Маршрутизируют запросы ядра к двум каналам DDR3, включая обработку неполных записей. |
Разделение host DMA |
| Распределяет обращения XDMA между двумя каналами памяти. |
Контроллеры DDR3 |
| Управляют физическими интерфейсами памяти, калибровкой и ECC. |
Внешняя память | DDR3 канал 0 и канал 1 | Два независимых канала по 2 ГиБ, каждый с 64 битами данных и 8 битами ECC. |
Компьютер режет текст на токены и отправляет на плату. Дальше всё на FPGA: все 28 слоёв (на схеме - Qwen3-0.6B), в каждом нормы, проекции Q, K, V, внимание и MLP, плюс KV-кэш в той же DDR3. В конце LM head считает оценки для всех слов словаря, и выбирается следующий токен - в зависимости от режима на карте или на хосте. Компьютеру остаётся превратить номер обратно в текст.
Главное: на каждом токене веса по PCIe не ходят, они уже лежат в DDR3 платы. Поэтому, забегая вперёд, PCIe x1 вместо x8 скорость генерации почти не изменил.
Генерация одного токена: что считает плата, а что делает компьютер
5. Что получилось на кристалле
В комментариях просили показать настоящий floorplan и подсветить ядро.
TPU на кристалле (приблизительная) : где лежат блоки
Размещение после разводки в Vivado. Кристалл разбит на мелкие клетки; клетка окрашена по модулю, который занимает её больше всего. Серые клетки - свободная логика или только провода.
Ни одного аккуратного прямоугольника. Матрица растянулась на несколько областей кристалла - туда, где колонки DSP. TMEM легла вдоль колонок BRAM. Контроллеры DDR3 прижались к ножкам памяти, XDMA - к трансиверам PCIe. Vivado раскладывает модуль не кучкой, а туда, где есть нужные ему ресурсы, и потом всё это соединяет проводами через полкристалла. Отсюда и 19 пикосекунд - но об этом чуть ниже.
Кто сколько занял
Кто какие ресурсы камня потребляет
Доля кристалла по каждому ресурсу
BRAM считаю в эквивалентах блоков по 36 Кбит: блок на 18 Кбит - половинка, отсюда дробные числа.
Самый дорогой блок по логике - векторный, а не матрица. VPU - 39 тыс. LUT, в полтора раза больше MXU. Сами 512 ячеек матрицы не тратят ни одного LUT: вся их логика внутри DSP. А экспонента, обратный корень и деление в fp32 собраны из цепочек умножение-сложение - и совпадают с эталоном бит в бит, но стоят дорого.
Рабочая память съела 40 % всех BRAM кристалла. 384 блока. Данные TMEM хранятся в шести копиях, чтобы шесть читателей не стояли в очереди друг за другом: блоки BRAM двухпортовые, и параллельное чтение покупается копиями.
Дорога к памяти дороже матрицы. LiteDRAM, мост и каналы DDR3 - 47 тыс. LUT, 16 % кристалла. Матрица - 8 %.
И ещё: слайсы заняты на 76 %, хотя LUT - на 59 %.
«Свободно 40 %» - иллюзия, места меньше, чем кажется.
Наглядное распределение ресурсов между модулями
Что внутри трёх больших модулей
Кто съел мои ватты? Куда, по оценке Vivado, уходят 9,7 ватта
Куда уходит мощность: по типам ресурсов и по модулям
Мощность каждого блока
Это оценка Vivado без реальной активности сигналов (Confidence: Low), а не ваттметр. Но картина показательная:
Ядро openTPU - 3,1 Вт, меньше трети. Половину ядра берёт матрица: 1,59 Вт, из них 0,76 - её DSP.
Связь с внешним миром - почти половина всего. Восемь линий GTX для PCIe - 2,5 Вт, ножки DDR3 - 1,3 Вт, генераторы частот - 0,7 Вт. Мост PCIe целиком оценён в 3,5 Вт - больше всего ядра.
Отладка стоит как квантизатор. Аппаратный журнал событий берёт 0,17 Вт. Выключается параметром сборки
TRACE_DEPTH = 0.
Микросхемы DDR3 и потери на преобразователях питания в оценку не входят, так что 9,7 Вт - это кристалл, а не плата.
133 МГц и 19 пикосекунд
В комментариях писали, что 133 МГц для Kintex-7 - «вообще не частота» и надо раскладывать логику в конвейер. Я открыл худшие пути.
Шесть худших путей ядра
В шести худших путях ядра нет ни одного уровня логики. Сигнал выходит из триггера и сразу идёт во вход DSP, BRAM или LUT-RAM - и 95–97 % времени занимает провод. Например, регистр задержки весов → вход умножителя ячейки № 46: 4,61 нс, из них 4,37 нс - дорога через кристалл.
Тактовые домены
То есть упирается не в сложность логики, а в расстояния: матрица большая, и регистр, раздающий веса, физически далеко от части ячеек. Добавить ступеней в арифметический конвейер - не очевидное лекарство: поднимать частоту пришлось бы через размещение, дублирование и перерегистрацию сигналов. Но главное - для генерации одной частоты мало: порт весов уже равен пику DDR3, и без более широкой памяти быстрее не станет. Это видно и в замерах ниже.
Вторая беда - ветвление. Рекордсмен - сигнал «стоп/ход» конвейера квантизатора: он заходит на 6 585 входов. Чтобы раздать его по кристаллу за один такт, Vivado строит целое дерево копий и буферов. Тайминг он не сломал, но если матрицу расширять, такие деревья вырастут первыми.
Сигналы с наибольшим fanout в TPU после трассировки Vivado
6. Погоняем модельки ?
Сначала самую лёгкую - устал уже:
hf download LiquidAI/LFM2.5-230M \
--local-dir models/LFM2.5-230Motpu-chat \
--backend board \
--model lfm2 \
--wformat fp4 \
--head-format int8 \
--greedy \
--max-new 64 \
--prompt "What is an FPGA? Answer in three sentences."
Результат
И плата ответила - УСПЕШИЩЕ, товарищи!!!!
Результат: 94,91 токена/с с учётом хоста и 99,4 токена/с по аппаратным счётчикам FPGA. Время до первого токена - 1,39 секунды. На каждый токен ядро тратит в среднем 1,34 млн тактов при 133 МГц.
Можно и с чатиком
cd ~/OTPU_habr/openTPU
source .venv/bin/activate
otpu-chat \
--backend board \
--dev /dev/xdma0 \
--model lfm2 \
--wformat fp4 \
--head-format int8 \
--greedy \
--cap 2048 \
--max-new 256
сам чатик
А так выглядит otpu-smi во время генерации - счётчики берутся из самой платы:
otpu-smi: живые счётчики платы - матрица, векторный блок, DMA и DDR3
Один запуск ничего не говорит об ограничениях. Поэтому серия:
8 моделей от 230 млн до 4 млрд параметров: LFM2.5-230M, Qwen3-0.6B, Qwen3.5-0.8B, Qwen3.5-2B, LFM2-2.6B, SmolLM3-3B, Phi-4-mini, Qwen3.5-4B;
2 формата весов - 4 бита (FP4) и int8, LM head везде int8;
11 сценариев: промпт от 33 до 824 токенов, генерация от 64 до 1024, контекст 512 / 1024 / 2048, повтор «на тёплую».
#!/usr/bin/env python3
"""openTPU Kintex-7 comprehensive benchmark: serial, resumable, non-destructive.
Uses otpu-chat + native otpu-smi --json -l 0.5. Does NOT flash or change RTL.
"""
import argparse, csv, datetime, hashlib, json, os, pathlib, platform, re, shlex, shutil, signal, subprocess, sys, time
ROOT = pathlib.Path.home() / 'openTPU-main'
# Actual folder names already used by this project. Case insensitive resolution also supported.
MODELS = [
('lfm230','LFM2.5-230M','dense'), ('qwen06','Qwen3-0.6B','dense'),
('qwen08','Qwen3.5-0.8B','dense'), ('qwen17','Qwen3-1.7B','experimental'),
('qwen2','Qwen3.5-2B','dense'), ('lfm26','LFM2-2.6B','dense'),
('smol3','SmolLM3-3B','dense'), ('phi4','Phi-4-mini-instruct','dense'),
('qwen4','Qwen3.5-4B','dense'), ('gemmaE2','gemma-4-E2B-it','special'),
('gemmaE4','gemma-4-E4B-it','special'), ('lfm8','LFM2.5-8B-A1B','moe'),
]
# Only model/format pairs known to fit in card's 4GiB image or supported by the project.
# "default" lets openTPU choose its model-specific mixed layout (Gemma).
FP4_FORMATS = [('fp4','int8')]
INT8_OK = {'lfm230','qwen06','qwen08','qwen2','lfm26','smol3','phi4'}
FP4_ONLY = {'qwen4','qwen17','lfm8'}
TTFT = re.compile(r'TTFT\s+([\d.]+)s;')
PREFILL = re.compile(r'prefill\s+(\d+)\s+tokens,\s+([\d.]+)\s+\(device\s+([\d.]+)\)\s+tok/s')
DECODE = re.compile(r'decode\s+(\d+)\s+tokens,\s+([\d.]+)\s+\(device\s+([\d.]+)\)\s+tok/s,\s+([\d.]+)\s+Mcycles/token')
NUM = (int,float)
FIELDS = ['id','model','group','scenario','wformat','head_format','prompt_target_words',
'actual_prefill_tokens','cap','max_new','repeat','status','exit_code','elapsed_s',
'ttft_s','prefill_wall_tps','prefill_device_tps','decode_tokens','decode_wall_tps',
'decode_device_tps','mcycles_per_token','cache_files_before','cache_files_after',
'cache_bytes_before','cache_bytes_after','smi_samples','smi_active_samples',
'smi_running_time_s','dram_read_gbs','dram_write_gbs','dram_total_gbs',
'dram_read_peak_gbs','dram_write_peak_gbs','mxu_busy_pct','mxu_mac_pct',
'vpu_busy_pct','qnt_busy_pct','dma_busy_pct','tmem_deny_pct','dram_wait_pct',
'mxu_starve_pct','temperature_mean_c','temperature_max_c', 'power_mean_w',
'error','folder']
COUNTER_KEYS = ('RUNNING','MXU_BUSY','MXU_MAC','VPU_BUSY','QNT_BUSY',
'DMA_BUSY','TMEM_DENY','DRAM_WAIT','MXU_STARVE')
def now(): return datetime.datetime.now().isoformat(timespec='seconds')
def jsondump(path,obj):
tmp=path.with_suffix(path.suffix+'.tmp')
tmp.write_text(json.dumps(obj,ensure_ascii=False,indent=2,default=str),encoding='utf-8')
tmp.replace(path)
def models_present(root):
base=root/'models'
if not base.exists():return {}
candidates={p.name.lower():p for p in base.iterdir() if p.is_dir()}
return {key:candidates.get(name.lower()) for key,name,_ in MODELS}
def valid_checkpoint(p):
if not p or not (p/'config.json').is_file(): return False
return bool(list(p.glob('*.safetensors')) or list(p.glob('*.bin')))
def cache_snapshot(path):
try:
return {'files':sum(1 for p in path.rglob('*') if p.is_file()),
'bytes':sum(p.stat().st_size for p in path.rglob('*') if p.is_file())}
except (OSError,PermissionError): return {'files':None,'bytes':None}
def iter_json(path):
dec=json.JSONDecoder()
if not path.exists():return
with path.open('r',errors='replace') as f:
buf=''
while True:
data=f.read(262144)
if data:buf+=data
pos=0
while pos<len(buf):
while pos<len(buf) and buf[pos].isspace():pos+=1
if pos==len(buf):break
try: obj,end=dec.raw_decode(buf,pos)
except ValueError:break
pos=end
if isinstance(obj,list):
for item in obj:
if isinstance(item,dict):yield item
elif isinstance(obj,dict):yield obj
buf=buf[pos:]
if not data:break
def telemetry(path):
rec=list(iter_json(path)); utilrows=[]
for r in rec:
u=r.get('util') or {}
if not isinstance(u,dict):continue
# running is a status AT sample end; RUNNING fractional utilization detects
# sub-500ms kernel launches and is more reliable for LLM token-by-token decode.
run=u.get('RUNNING')
sec=(r.get('sample') or {}).get('seconds')
if isinstance(run,NUM) and run>0 and isinstance(sec,NUM) and sec>0:
utilrows.append((r, float(sec)*float(run)))
out={'smi_samples':len(rec),'smi_active_samples':len(utilrows),
'smi_running_time_s':round(sum(w for _,w in utilrows),5)}
# Weighted average for active device-cycle metrics. Each r['util'][k] is a
# wall-time fraction over sampling period; dividing by RUNNING gives percent
# of cycles running, clipped only for occasional sampling noise.
run_s=out['smi_running_time_s']
if run_s>0:
for k in COUNTER_KEYS[1:]:
vals=[]
for r,w in utilrows:
u=r['util']; sec=r['sample']['seconds']
if isinstance(u.get(k),NUM): vals.append((float(u[k])*sec, w))
if vals:
val=100*sum(x for x,_ in vals)/sum(w for _,w in vals)
out[k.lower()+'_pct']=round(val,3)
for source,target in [('dram_rd_gbs','dram_read_gbs'),
('dram_wr_gbs','dram_write_gbs'),
('dram_gbs','dram_total_gbs')]:
vals=[]
for r,w in utilrows:
val=r.get(source)
if isinstance(val,NUM): vals.append((float(val)*r['sample']['seconds'],w))
if vals:out[target]=round(sum(v for v,_ in vals)/sum(w for _,w in vals),4)
for source,target in [('dram_rd_gbs','dram_read_peak_gbs'),
('dram_wr_gbs','dram_write_peak_gbs')]:
vals=[r[source] for r,_ in utilrows if isinstance(r.get(source),NUM)]
if vals:out[target]=round(max(vals),4)
temps=[r.get('temp_c') for r in rec if isinstance(r.get('temp_c'),NUM)]
if temps:
out['temperature_mean_c']=round(sum(temps)/len(temps),3)
out['temperature_max_c']=round(max(temps),3)
# Power is optional and not available with --no-i2c on some cards.
power=[r.get('power') for r in rec if isinstance(r.get('power'),NUM)]
if power:out['power_mean_w']=round(sum(power)/len(power),3)
return out
def prompt_words(n):
# Repeated meaningful English text. "n" is an approximate WORD target,
# NOT a guaranteed token count; the device's actual prefill count is recorded.
base=('Explain field programmable gate arrays, matrix multiplication, neural network '
'inference, quantized weights, memory bandwidth, PCI Express, and streaming '
'computations. Discuss real hardware bottlenecks with practical examples. ')
words=(base*max(1, (n//20)+2)).split()
return ' '.join(words[:n]) + ' Continue with a detailed technical explanation.'
def matrix(selected,profile,format_test,include_moe):
# Stable deterministic order, group by MODEL to reuse host quant cache.
for key,name,group in MODELS:
if key not in selected:continue
if group=='moe' and not include_moe:continue
forms=[(None,None)] if group=='special' else list(FP4_FORMATS)
if group=='special' and key=='gemmaE2':forms=[('fp4','int8'),('fp4','fp4')]
if format_test and key in INT8_OK:forms.append(('int8','int8'))
for wf,hf in forms:
label=(wf or 'default')+'_'+(hf or 'default')
# quick=2 tests/model, standard=6-8 tests/model, full=14+ tests/model
scenarios=[('baseline',64,256,1024,1),('warm',64,256,1024,2)]
if profile in ('standard','full'):
scenarios += [('short_prefill',16,256,1024,1),
('long_prefill',128,256,1024,1),
('short_decode',64,64,1024,1),
('long_decode',64,512,1024,1)]
if profile=='full':
scenarios += [('prefill_128',128,256,1024,1),
('prefill_512',512,256,2048,1),
('decode_1024',64,1024,2048,1),
('cap_512',64,256,512,1),
('cap_2048',64,256,2048,1)]
for typ,words,new,cap,repeat in scenarios:
yield {'id':f'{key}_{label}_{typ}','key':key,'model':name,'group':group,
'scenario':typ,'wformat':wf or 'default',
'head_format':hf or 'default','prompt_target_words':words,
'cap':cap,'max_new':new,'repeat':repeat}
def terminate(proc):
if proc is None or proc.poll() is not None:return
try:proc.send_signal(signal.SIGINT);proc.wait(timeout=3)
except (OSError,subprocess.TimeoutExpired):
proc.terminate()
try:proc.wait(timeout=4)
except subprocess.TimeoutExpired:proc.kill();proc.wait()
def benchmark(case,root,folder,env,args,path):
row={k:v for k,v in case.items() if k in FIELDS}; row['folder']=str(folder)
model_dir=path[case['key']]
if not valid_checkpoint(model_dir):
row.update(status='missing',error='Missing complete checkpoint/config; no download is attempted')
return row
folder.mkdir(parents=True,exist_ok=True)
cmd=[str(root/'.venv/bin/otpu-chat'),'--backend','board','--dev',args.device,
'--model',str(model_dir),'--cap',str(case['cap']), '--max-new',
str(case['max_new']),'--greedy','--prompt',prompt_words(case['prompt_target_words'])]
if case['wformat']!='default':cmd.extend(['--wformat',case['wformat']])
if case['head_format']!='default':cmd.extend(['--head-format',case['head_format']])
meta={'command':cmd,'started_at':now(), 'env':{k:env.get(k) for k in
('OTPU_IMAGE_CACHE','OTPU_DMA_CHUNK_KIB','OPENBLAS_NUM_THREADS')},
'checkpoint':str(model_dir)}
jsondump(folder/'command.json',meta)
cb=cache_snapshot(pathlib.Path(env['OTPU_IMAGE_CACHE']))
row['cache_files_before']=cb['files'];row['cache_bytes_before']=cb['bytes']
start=time.monotonic(); smi=None
try:
with (folder/'smi.json').open('w',buffering=1) as sf, \
(folder/'smi.stderr.log').open('w') as se, \
(folder/'chat.log').open('w',buffering=1) as cf:
smi=subprocess.Popen([str(root/'.venv/bin/otpu-smi'),'--dev',args.device,
'--no-i2c','--json','-l',str(args.interval)],
cwd=root,env=env,stdout=sf,stderr=se)
time.sleep(min(0.2,args.interval))
try:
result=subprocess.run(cmd,cwd=root,env=env,stdout=cf,
stderr=subprocess.STDOUT,timeout=args.timeout)
row['exit_code']=result.returncode
row['status']='ok' if result.returncode==0 else 'failed'
except subprocess.TimeoutExpired:
row.update(status='timeout',exit_code=-1,error='otpu-chat timed out')
finally:terminate(smi)
except Exception as e:
terminate(smi)
row.update(status='failed',error=repr(e))
row['elapsed_s']=round(time.monotonic()-start,3)
ca=cache_snapshot(pathlib.Path(env['OTPU_IMAGE_CACHE']))
row['cache_files_after']=ca['files'];row['cache_bytes_after']=ca['bytes']
content=(folder/'chat.log').read_text(errors='replace') if (folder/'chat.log').exists() else ''
for regex,keys in ((TTFT,['ttft_s']),
(PREFILL,['actual_prefill_tokens','prefill_wall_tps','prefill_device_tps']),
(DECODE,['decode_tokens','decode_wall_tps','decode_device_tps','mcycles_per_token'])):
mat=regex.search(content)
if mat:
for k,v in zip(keys,mat.groups()):row[k]=int(v) if k in ('actual_prefill_tokens','decode_tokens') else float(v)
try:row.update(telemetry(folder/'smi.json'))
except Exception as e:row['error']=(row.get('error','')+'; SMI parse: '+repr(e))
if row.get('status')=='ok' and not row.get('decode_tokens'):
row['status']='no_metrics';row['error']='Process returned 0 but decode metrics not found; check chat.log'
jsondump(folder/'result.json',row)
return row
def main():
ap=argparse.ArgumentParser(description=__doc__)
ap.add_argument('--root',type=pathlib.Path,default=ROOT)
ap.add_argument('--device',default='/dev/xdma0')
ap.add_argument('--profile',choices=['quick','standard','full'],default='standard')
ap.add_argument('--models',nargs='+',default=['lfm230','qwen06','qwen08','qwen2','lfm26','smol3','phi4','qwen4'],
help='Short model IDs; see --list')
ap.add_argument('--include-moe',action='store_true')
ap.add_argument('--all-formats',action='store_true',help='Enable INT8 comparison where known')
ap.add_argument('--timeout',type=int,default=1800)
ap.add_argument('--interval',type=float,default=0.5)
ap.add_argument('--output',type=pathlib.Path)
ap.add_argument('--list',action='store_true')
ap.add_argument('--dry-run',action='store_true')
args=ap.parse_args();root=args.root.expanduser().resolve();paths=models_present(root)
valid_ids={k for k,_,_ in MODELS}
invalid=set(args.models)-valid_ids
if invalid:ap.error('Unknown model IDs: '+', '.join(sorted(invalid)))
if args.list:
for k,n,g in MODELS:print(f'{k:10} {g:14} {"READY" if valid_checkpoint(paths[k]) else "MISSING":8} {n}')
return
if not args.include_moe and 'lfm8' in args.models:
ap.error('For MoE add --include-moe (pool generation and offload may be slow)')
cases=list(matrix(set(args.models),args.profile,args.all_formats,args.include_moe))
print('Planned:',len(cases),'tests (sequential).')
if args.dry_run:
for i,c in enumerate(cases,1):print(f'{i:3} {c["id"]}: cap={c["cap"]} new={c["max_new"]} words={c["prompt_target_words"]}')
return
for binary in ('otpu-chat','otpu-smi'):
if not (root/'.venv/bin'/binary).exists():ap.error('Missing '+binary+' in '+str(root/'.venv/bin'))
# --device is a logical XDMA prefix; Linux creates /dev/xdma0_user,
# /dev/xdma0_h2c_0, /dev/xdma0_c2h_0 (not /dev/xdma0).
device_prefix = pathlib.Path(args.device)
if not device_prefix.exists():
required = [pathlib.Path(args.device + suffix)
for suffix in ('_user', '_h2c_0', '_c2h_0')]
missing = [str(path) for path in required if not path.is_char_device()]
if missing:
ap.error('XDMA device nodes missing: ' + ', '.join(missing))
env=os.environ.copy()
env.setdefault('OTPU_IMAGE_CACHE',str(pathlib.Path.home()/'otpu-qcache'))
env.setdefault('OTPU_DMA_CHUNK_KIB','1024')
env.update(OPENBLAS_NUM_THREADS='1',MKL_NUM_THREADS='1',OMP_NUM_THREADS='1')
out=(args.output or root/'benchmarks'/'llm'/('all_'+datetime.datetime.now().strftime('%Y%m%d_%H%M%S'))).expanduser().resolve()
out.mkdir(parents=True,exist_ok=True)
inventory={'created_at':now(),'hostname':platform.node(),'platform':platform.platform(),
'python':sys.version,'profile':args.profile,'device':args.device,
'model_directories':{k:str(v) if v else None for k,v in paths.items()},
'quant_image_cache':env['OTPU_IMAGE_CACHE'],'dma_chunk_kib':env['OTPU_DMA_CHUNK_KIB'],
'cases_planned':len(cases),'notes':[
'Native otpu-smi JSON; RUNNING util fraction detects sub-interval kernels.',
'DRAM/MXU active-cycle estimates exclude idle intervals; no phase tagging.',
'Prompts specified by words; actual tokens taken from otpu-chat log.',
'FP4 cache persists across invocations; every process may reupload board image.',
'Temperature includes host quantization/loading time; I2C power disabled.',
'Missing metrics are blank, never zero-filled.']}
jsondump(out/'manifest.json',inventory)
results={}
if (out/'results.jsonl').exists():
for line in (out/'results.jsonl').read_text().splitlines():
try:r=json.loads(line);results[r['id']]=r
except (ValueError,KeyError):pass
for i,case in enumerate(cases,1):
if case['id'] in results:
print(f'[{i}/{len(cases)}] SKIP completed {case["id"]}',flush=True)
continue
print(f'[{i}/{len(cases)}] {now()} {case["id"]}',flush=True)
row=benchmark(case,root,out/case['id'],env,args,paths)
results[case['id']]=row
with (out/'results.jsonl').open('a') as f:f.write(json.dumps(row,ensure_ascii=False)+'\n')
with (out/'summary.csv').open('w',newline='') as f:
w=csv.DictWriter(f,FIELDS,extrasaction='ignore');w.writeheader()
for c in cases:
if c['id'] in results:w.writerow(results[c['id']])
jsondump(out/'summary.json',[results[c['id']] for c in cases if c['id'] in results])
print(' ',row['status'],row.get('decode_wall_tps','—'),'tok/s',
'DDR3 RD',row.get('dram_read_gbs','—
'),'GB/s',
'Tmax',row.get('temperature_max_c','—'),'C',flush=True)
if row['status']=='timeout':
print('Timeout: stopping suite to avoid hardware/driver issues. Resume with same --output.',file=sys.stderr)
break
print('Results:',out,flush=True)
if __name__=='__main__':main()
Запуск:
python bench_all_opentpu.py \
--root "$PWD" \
--device /dev/xdma0 \
--profile full \
--all-formats \
--timeout 1800 \
--interval 0.5 \
2>&1 | tee bench_165.logИтого 165 запусков, все завершились успешно, 3 часа 16 минут. Скорость считал по счётчикам тактов самой платы, загрузку блоков и памяти каждые полсекунды снимал otpu-smi.
Оговорка: «без ошибок» значит, что все запуски отработали и выдали текст. Побитовое совпадение с эталоном я проверял на уровне инструкций (103 теста выше), а не для каждого из 165 ответов.
Скорость генерации
Скорость генерации по счётчику платы
Скорость - по счётчику тактов платы (device), то есть без накладных расходов хоста; у автора взяты тоже device-цифры. С хостом выходит чуть меньше: у Qwen3.5-2B 12,40 против 12,5. Промпт около 770 токенов, 256 токенов генерации; у автора промпт 512 и 64 токена, а строки его таблицы, как он сам пишет, сняты на разных образах прошивки.
Так что это проверка сопоставимости, а не соревнование. На всех 15 конфигурациях мои цифры на уровне авторских или немного выше: на больших моделях +1…4 %, на маленьких +10…14 %.
Размер контекста 512, 1024 или 2048 на скорость не влияет. Длинная генерация (1024 токена вместо 256) у Qwen3.5-2B не меняет ничего, у маленькой Qwen3-0.6B даёт минус 5 %: растущий KV-кэш заметен только на фоне лёгких весов.
Почему именно такие цифры: потолок памяти
При генерации каждого токена плата читает из памяти все веса модели. Значит:
токенов в секунду ≤ скорость памяти ÷ байт, прочитанных на токен
Счётчики платы это подтверждают. При генерации DDR3 загружена на 92-96 % пика: от 15,7 ГБ/с у самой маленькой модели до 16,4 ГБ/с у Phi-4-mini в int8. Qwen3.5-2B в 4 битах читает 1,29 ГБ на токен при 16,1 ГБ/с - отсюда 12,5 ток/с. Все 15 точек ложатся вдоль одной линии:
Отсюда же видно, почему 4 бита быстрее int8 не в два раза, а в 1,4-1,8: LM head остаётся в int8, плюс масштабы и KV-кэш. Скорость меняется ровно во столько раз, во сколько меняется объём чтения на токен.
А матрица в это время занята 99,9 % тактов, из них 82–93 % действительно умножает, и ждёт данных всего 0,1-2,8 %. Противоречия нет: память и матрица работают конвейером, матрица не простаивает - просто каждого веса хватает ровно на одно умножение.
На что способна сама матрица: 121 GOPS
Чтобы отделить матрицу от памяти, я отдельно гонял умножение int8 разных размеров: M строк активаций на матрицу весов N × N, по пять повторов, каждый результат сверялся с эталоном на CPU.
benchmark_gemm_fpga.py#!/usr/bin/env python3
"""Real-board openTPU GEMM benchmark. No LLM, no RTL simulation, no bitstream change.
Uses runtime.compile_kernel() -> ISA assembler -> Board.load_program()/run().
Counts device cycles from hardware R_CYCLES; separately measures host wall time.
"""
import argparse
import csv
import json
import math
import sys
import time
from pathlib import Path
import numpy as np
from opentpu import isa as I
from opentpu import language as ol
from opentpu.host.board import Board, XdmaTransport, device_config
from opentpu.runtime import Input, Output, Weight, compile_kernel
@ol.jit
def gemm(x, w, out):
# x[M,K] * w[N,K].T -> y[M,N]; W8A8, block-quantized MXU.
q = ol.quantize(ol.load(x))
ol.store(out, ol.dot(q, w))
def main():
ap = argparse.ArgumentParser(description=__doc__)
ap.add_argument('--dev', default='/dev/xdma0')
ap.add_argument('--sizes', default='128,512,1024,2048', help='N=K sizes, multiples of D=128')
ap.add_argument('--rows', default='1,4,8', help='M rows')
ap.add_argument('--repeats', type=int, default=5)
ap.add_argument('--max-rel-error', type=float, default=0.08,
help='Relative L2 norm error vs fp32 NumPy (quantized W8A8)')
ap.add_argument('--out', default=None, help='Results directory')
a = ap.parse_args()
if a.repeats < 1:
ap.error('--repeats must be >= 1')
root = Path(a.out or ('benchmarks/gemm_' + time.strftime('%Y%m%d_%H%M%S')))
root.mkdir(parents=True, exist_ok=True)
csv_path = root / 'results.csv'
config_path = root / 'board.json'
sizes = [int(v) for v in a.sizes.split(',')]
rows = [int(v) for v in a.rows.split(',')]
print('openTPU physical FPGA GEMM', flush=True)
print(f'Device: {a.dev}; Results: {root}', flush=True)
with Board(XdmaTransport(a.dev)) as board:
info = board.info()
# Restrict *host-side staging image* to 16 MiB, not physical installed DRAM.
# The actual board keeps its full DDR3; our data and code occupy only this area.
cfg = device_config(info, DRAM_BYTES=16 << 20)
core_hz = info['core_khz'] * 1000
config_path.write_text(json.dumps({
'device': a.dev, 'core_hz': core_hz, 'D': cfg.D, 'MCOLS': cfg.MCOLS,
'LANES': cfg.LANES, 'DRAM_BYTES_host_image': cfg.DRAM_BYTES,
'sizes': sizes, 'rows': rows, 'repeats': a.repeats,
'note': 'GOPS assumes 2 operations per MAC; W8A8 quantized GEMM'
}, indent=2))
if not info['calibrated']:
raise RuntimeError('DDR3 not calibrated')
print(f"Core {core_hz/1e6:.3f} MHz, D={cfg.D}, MCOLS={cfg.MCOLS}, "
f"LANES={cfg.LANES}; ECC calibrated={info['calibrated']}", flush=True)
print('FPGA locked. Compiling and running hardware GEMM...', flush=True)
fieldnames = ('M,N,K,repetition,core_cycles,core_ms,host_run_ms,readback_ms,ops,gops_device,rel_l2_error,max_abs_error,verified').split(',')
failures = 0
with csv_path.open('w', newline='') as f:
writer = csv.DictWriter(f, fieldnames=fieldnames)
writer.writeheader()
for N in sizes:
K = N
if K % cfg.D or N % cfg.D:
raise ValueError(f'N,K must be multiples of D={cfg.D}')
for M in rows:
if M <= 0 or M > 8:
raise ValueError('M must be 1..8 for this small-TMEM test')
rng = np.random.default_rng(1000000 + M * 10000 + N)
x = rng.normal(size=(M, K)).astype(np.float32)
w = (rng.normal(size=(N, K)) / np.sqrt(K)).astype(np.float32)
t_compile = time.perf_counter()
compiled, images = compile_kernel(
gemm, cfg, x=Input(x), w=Weight(w, shard=0, fmt='int8'),
out=Output((M, N)))
instructions = I.assemble(compiled.programs[0])
# Program stored outside the runtime's data image, inside 16 MiB.
program_addr = 12 << 20
program_bytes = len(instructions) * 4
if program_addr + program_bytes > cfg.DRAM_BYTES:
raise RuntimeError('Program exceeds reserved DRAM image')
# The runtime's allocations start at 0 and stay below 8 MiB for these sizes.
# Host image includes initialized zeros for ECC-safe subsequent reads.
if (8 << 20) > program_addr:
raise RuntimeError('Invalid layout')
if np.any(images[0][8 << 20:program_addr]):
raise RuntimeError('Data image crosses 8 MiB region; reduce N/K')
board.write(0, images[0][:8 << 20])
board.load_program(program_addr, instructions)
result_addr = compiled.layout.params['out'][1]
if result_addr + M * N * 4 > (8 << 20):
raise RuntimeError('Output exceeds initialized 8 MiB')
ref = x @ w.T
print(f'M={M:2d}, N=K={N:4d}: compiled in '
f'{time.perf_counter()-t_compile:.2f}s, program {len(instructions)//8} instr',
flush=True)
for rep in range(1, a.repeats + 1):
t0 = time.perf_counter()
stats = board.run()
host_s = time.perf_counter() - t0
t1 = time.perf_counter()
got = board.read(result_addr, M * N * 4).view(np.float32).reshape(M, N).copy()
read_s = time.perf_counter() - t1
err = float(np.linalg.norm((got-ref).astype(np.float64)) /
max(float(np.linalg.norm(ref.astype(np.float64))), 1e-12))
abserr = float(np.max(np.abs(got-ref)))
valid = bool(np.isfinite(got).all() and err <= a.max_rel_error)
failures += not valid
cycles = int(stats['cycles'])
ops = 2 * M * N * K
device_s = cycles / core_hz
gops = ops / device_s / 1e9 if cycles else float('nan')
writer.writerow(dict(M=M, N=N, K=K, repetition=rep, core_cycles=cycles,
core_ms=round(device_s*1e3,6), host_run_ms=round(host_s*1e3,6),
readback_ms=round(read_s*1e3,6), ops=ops,
gops_device=round(gops,6), rel_l2_error=round(err,7),
max_abs_error=round(abserr,7), verified=int(valid)))
f.flush()
print(f' #{rep}: {cycles} cycles, {device_s*1e3:.3f} ms device, '
f'{gops:.3f} GOPS, error={err:.5f}, '
f"{'PASS' if valid else 'FAIL'}", flush=True)
print(f'\nResults CSV: {csv_path}; mismatches: {failures}')
return 1 if failures else 0
if __name__ == '__main__':
try:
sys.exit(main())
except Exception as e:
print(f'ERROR: {type(e).__name__}: {e}', file=sys.stderr)
raiseЗапуск:
cd ~/OTPU_habr/openTPU
source .venv/bin/activate
python benchmark_gemm_fpga.py \
--dev /dev/xdma0 \
--sizes 128,512,1024,2048 \
--rows 1,4,8 \
--repeats 5 \
2>&1 | tee gemm_test.log
Умножение int8 на плате: 121 GOPS при M = 8, а при M = 1 упирается в память
GOPS, умножение и сложение - две операции.
Пик матрицы - 512 умножителей × 133,33 МГц × 2 = 136,5 GOPS. На 2048 × 2048 при M = 8 получилось 121,1 - 89 % пика. Для FPGA за $50 это очень прилично.
Генерация токена - это случай M = 1: одна строка активаций, каждый вес используется один раз. Веса приходят по 128 байт за такт, то есть 17,07 ГБ/с × 2 операции = 34,1 GOPS - потолок, сколько умножителей ни ставь. Получено 31,5, 92 % от него. Значит, при генерации матрица может выдать не больше четверти своего пика.
Prefill обрабатывает сразу много токенов - тот же вес используется для нескольких строк, - поэтому он в 2,5–3,5 раза быстрее генерации.
Ошибка относительно эталона - 0,9 % во всех 60 прогонах. Это квантование int8, а не сбой.
PCIe почти не влияет на генерацию.
Это не универсальное свойство ускорителей. Если модель не помещается в память платы и эксперты или слои подгружаются с хоста, PCIe снова становится узким местом.
Чем больше модель, тем дольше подготовка и загрузка
Температура
Кристалл в простое - 58 °C, за три часа нагрузки - 59–65 °C, максимум 65,2 °C. Датчик на самой плате - 52 °C. Vivado для сравнения обещал 38,7 °C, но его модель считает при 25 °C вокруг и заданном обдуве - реальный датчик честнее.
7. ИТОГО
Если коротко, вот что я вынес из этой части.
Умножители - не главное. Из 1920 DSP занято 37 % - их хватило бы ещё на две такие матрицы. Но слайсы заняты на 76 %, BRAM - на 63 %, а запас по таймингу - 19 пикосекунд. Добавить DSP легко, развести и прокормить их - нет.
Обвязка стоит как ядро. Вычислительное ядро - это 35 % всех LUT кристалла и 32 % расчётной мощности. Дорога к DDR3 - ещё 16 % LUT и 25 % мощности, PCIe - всего 6 % LUT, но 36 % мощности. Интерфейсы вместе съедают почти вдвое больше ватт, чем вычисления (оценка Vivado, не ваттметр).
Генерация упирается в память. Матрица умеет 121 GOPS, но при генерации ей дают меньше четверти: DDR3 и так работает на 92–96 %.
Итого»: «openTPU на Kintex-7: вся система на одной картинке
Генерация упирается в память
На моей плате веса едут к матрице по двум каналам DDR3 через половину кристалла - отсюда и 17 ГБ/с потолка. Индустрия бьётся ровно с этим же, только масштабом побольше, и вариантов у неё по сути три.
Подвинуть память к вычислителю. Это HBM: память ставят стопкой прямо рядом с кристаллом, а шина у неё шириной в тысячи бит, а не 64, как у моей DDR3. Ещё дальше - класть память прямо у вычислительных блоков и собирать всё это в 3D.
Сделать всё одним куском. Cerebras выпиливает чип размером с целую кремниевую пластину: память раскидана по всей пластине, и данным почти не надо никуда уезжать с кристалла. Нет плат, нет разъёмов, нет моих 2,5 Вт на трансиверы PCIe.
Сделать провод дешевле. Шире, быстрее, меньше джоулей на бит. Тут уже фотоника: свет между чипами, а потом и внутри них.
Бесплатно ничего не бывает. Плотнее - значит, горячее и сложнее развести. HBM поднимает потолок, но не убирает его. Оптика экономит на проводах, но добавляет своих накладных расходов. Данные всё равно надо возить - вопрос только, как далеко и почём.
По сути это та же «стена памяти», в которую процессоры упираются уже лет тридцать. Просто теперь в неё упираются не четыре ядра CPU, а тысячи умножителей сразу. Идеал понятен: бесконечная память прямо у каждого вычислителя, без задержек и почти бесплатная по энергии. Физика не даст. Кэши, HBM, 3D, пластины целиком, фотоника - это всё способы подобраться к нему поближе.
Для меня главное в этой части - что всё это теперь не теория. Я пощупал стену памяти руками: от размещения модулей на кристалле до счётчиков платы и токенов в секунду. Есть цифры, есть узкие места и есть что проверять дальше. И если когда-нибудь дело дойдёт до своего КЕДРа, начинать его придётся не с вопроса «сколько поставить умножителей», а с вопроса «как подвезти к ним данные».
8. Что дальше
BitNet b1.58. Раз всё упирается в байты на токен, 2-битные веса - самый прямой путь: они в 4 раза легче int8. В 4 раза быстрее не станет - останутся голова, активации, KV-кэш, - но потолок поднимется заметно. RTL и тесты готовы, осталось собрать и прогнать на плате.
Хост-сторона openTPU. Как компьютер рулит картой, что на самом деле ходит по PCIe и куда уходят секунды до первого токена - хочу разобрать отдельно.
YOLO на той же плате - просто потому что интересно.
BCU1525. Лежит плата на Virtex UltraScale+ VU9P с 64 ГБ DDR4 - совсем другая память. Интересно, куда сдвинется потолок.
Где-то в далёком будущем - КЕДР, куда же без него.
Если есть идеи, что ещё прогнать на плате, - пишите в комментариях.
Спасибо Felipe Sens Bonetto за openTPU - редкий проект, в котором можно пройти путь от Python до физического кристалла. И спасибо комментаторам первой части: без ваших вопросов я бы не полез ни в floorplan, ни в счётчики платы.
Ссылки
Как говорит мой коллега:
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26.06.26 01:04
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26.06.26 01:04
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26.06.26 02:48
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28.06.26 00:37
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30.06.26 15:08
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05.07.26 14:44
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06.07.26 16:20
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06.07.26 16:31
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06.07.26 16:33
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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
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09.07.26 19:10
Misty Alexander
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09.07.26 19:13
Clara Soto
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12.07.26 03:30
Kora Baltacha
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12.07.26 03:33
Pahal Mathew
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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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15.07.26 11:58
Lily Gagné
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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
I truly didn’t expect such an outstanding outcome. Recovering my $49,360 felt impossible at first, but ResQprofirm’s dedication and persistence made it happen. I hold their team in the highest regard. [email protected], WhatsApp +19852969146
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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
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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
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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
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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
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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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30.07.26 17:27
wendytaylor015
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30.07.26 17:27
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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31.07.26 16:21
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. Doris Ashley, 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 ..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.
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01.08.26 15:05
keithwilson9899
ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.08.26 15:05
keithwilson9899
ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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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]
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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]
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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.
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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
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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
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06.08.26 08:11
ROMMYHENDERSON344
All you need is to hire an expert to help you accomplish that. If there's any need to spy on your partner's phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across REALCYBERHACKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult REALCYBERHACKERS AT gmail com or whatsapp +14106350697 if you need access to your partner's phone or any kind of hacking, they carry out all kinds of hacking job
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06.08.26 13:56
lydiassmith567
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06.08.26 13:56
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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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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.
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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.
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18.08.26 04:59
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.08.26 04:59
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.08.26 14:50
BAYER7043
My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
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20.08.26 11:32
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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20.08.26 11:32
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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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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25.08.26 13:44
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
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25.08.26 13:44
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
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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.
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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.
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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
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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
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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.
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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.
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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
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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
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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.
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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
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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
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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
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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.
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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
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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
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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]
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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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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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