Русский
EnglishCryptocurrencies:
8116 /
Markets: 110632
Market Cap: $ 2 701 933 619 791 /
24h Vol: $ 56 939 879 694 /
BTC
Dominance: 60.111669836161%
Новости
PPU Zhenwu 810E от Alibaba: как китайский AI-ускоритель справляется с LLM
Привет, я Дмитрий, MLOps-инженер в Selectel.
Современный ландшафт AI-ускорителей изобилует всевозможными устройствами: GPU, TPU, NPU, LPU и прочими удивительными аббревиатурами. Китайские компании активно участвуют в этой колоссальной гонке, и в данном материале я расскажу, как мы тестировали AI-ускоритель от Alibaba Group.
В первую очередь мы хотели понять, что за устройство перед нами и как его можно использовать в наших стандартных сценариях для инференса — прежде всего в качестве ноды для облачного Kubernetes или как самостоятельный dedicated-сервер. Что ж, давайте разбираться.
Пару слов про PPU
Компания Chaitex предоставила нам для тестирования сервер в виде AI-станции. Она поставляется с предустановленными драйверами и компонентами для работы через UI-интерфейс. Так как работа через UI — не наш целевой вариант использования, то все тесты касались потенциальной возможности интегрировать такой сервер в нашу облачную инфраструктуру.
Возможности изменить ОС и драйверы не представилось, но в официальной документации есть ссылки на загрузку версий драйверов.
Конфигурация сервера включает в себя 16 PPU Zhenwu 810E. Их разрабатывает подразделение Alibaba — T-HEAD (Pingtou Ge Semiconductor Co., Ltd.). Сами Alibaba называют устройство Parallel Processing Unit. Можно воспринимать его как отдельный класс ускорителей, вроде TPU или GPU.
Zhenwu 810E, согласно характеристикам, оснащен 96GB HBM2e с заявленной пропускной способностью 2 765 ГБ/с (~2,77 ТБ/с), интерфейсом PCIe 5.0 x 16 и собственным межчиповым интерконнектом ICN с заявленной суммарной пропускной способностью до 700 ГБ/с на ускоритель. Суммарно на сервере мы имеем 1 536 ГБ HBM2e VRAM — довольно впечатляющий объем.
Документация и совместимость
Весь стек, связанный с PPU, — суверенный и локальный, нативные NVIDIA-библиотеки и инструменты не работают с PPU, хотя заявляется, что существует совместимость с исходниками для CUDA-кода. Но эти исходники нужно компилировать под PPU c помощью PPU SDK для портирования. Ниже приведена схема компиляции из документации.
Схема компиляции Cuda-кода под PPU. Источник.
Таким образом, все привычные для трейнинга и инференса библиотеки и тулы — PyTorch, Transformers, flashattention, vLLM и прочие — должны быть портированы под PPU.
Адаптацией библиотек, тулов и квантизацией моделей занимается также компания T-HEAD. Что касается документации — она доступна на китайском языке и скорее предназначена разработчикам SDK. В комплекте с AI-станцией идет русскоязычная инструкция по работе с установленной на сервер инференс-платформой Alibaba AI Stack. Я же в своих исследованиях пользовался документацией по облачному сервису Alibaba Cloud Zhenwu PPU Service. Часть информации доступна на английском, но самая актуальная выглядит так:
Пример китайской документации. Источник.
Если хотите на английском — будьте добры пройти на глобальный портал облака, но имейте в виду, что там документация доступна только в предыдущей итерации. А актуальность доступной информации для PPU имеет важное значение, и далее вы поймете, почему.
Так вот, портированный и скомпилированный стек для инференса предоставляется в виде собранного Docker-образа. Сам образ имеет определенный тег и в документации можно посмотреть конкретные версии библиотек и тулов, адаптированных под PPU.
Список портированных библиотек в образе PPU SDK. Источник.
И вот тут проявляется основной риск использования этого стека. При появлении новой актуальной модели или новой версии инференс-сервера мы вынуждены дожидаться, пока команда T-HEAD портирует все это под PPU. Даже в текущей ситуации мы зачастую ждем поддержку архитектуры: например, в vLLM некоторое время и в особых случаях пользуемся nightly-образами.
C PPU эта итерация увеличивается на неопределенный срок — например, на 26.08.2026 актуальный образ vLLM имеет версию v0.27.0, а актуальная сборка для PPU, которую можно найти только на китайской версии Alibaba Cloud, имеет в своем составе vLLM v0.23.0. Плюс для PPU существуют рекомендуемые квантизации весов моделей — и их квантизацией занимается тоже команда T-HEAD.
Что касается квантования, здесь есть важный момент. PPU поддерживает FP32, BF16 и FP16, а также следующие схемы квантизации: W8A8 (INT8), AWQ (W4A16), и GPTQ (W4A16, W8A16). Сами Alibaba советуют для инференса использовать W8A8 квантизацию моделей: она компактнее полновесных, при этом нет критического падения качества. В частности, актуальные на текущий момент модели с такой квантизацией, которую советуют производители PPU, это DeepSeek R1, DeepSeek v3.2, Kimi-K2-Instruct, Qwen3-235B-A22B, GLM-5, MiniMax-M2.5 и Qwen3.5-397B-A17B:
The following are examples of quantized models adapted for SDK 2.0. The system login credentials are the same as your PTG PIP credentials. If you do not have them, contact your account manager:
DeepSeek-R1: Supports per-token/per-channel a8w8 (int8) quantization.
DeepSeek v3.2: Supports per-token/per-channel a8w8 (int8) quantization.
Kimi-K2-Instruct: Supports per-token/per-channel a8w8 (int8) quantization.
Qwen3-235B-A22B: Supports per-token/per-channel a8w8 (int8) quantization.
GLM-5: Supports per-token/per-channel w8a8 (int8) quantization.
MiniMax-M2.5: Supports per-token/per-channel w8a8 (int8) quantization.
Qwen3.5-397B-A17B: Supports per-token/per-channel w8a8 (int8) quantization.
В самом же UI-интерфейсе AI-станции можно увидеть такой список предлагаемых моделей вендором:
Можно оценить «свежесть» моделей и рекомендуемые квантизации. И раздобыть такие веса — та еще задача.
На Hugging Face T-HEAD не представлена — есть модели в W8A8, но от неверифицированных источников, официально не поддерживаемых T-HEAD. Сами T-HEAD выкладывают свои модели на китайском аналоге Hugging Face — Modelscope.cn (на глобальной версии Modelscope.ai их нет).
Модель от T-HEAD на Modelscope.
Внутри образа PPU SDK модель качается без авторизаций и токенов:
modelscope download --model T-HEAD/DeepSeek-V4-Flash-0731-W8A8-INT8 --local_dir deepseek
Для привычных NVIDIA-утилит есть аналоги: часть доступна на самом сервере, часть — внутри образа PPU SDK . Я делаю акцент на доступности тулов вот почему: согласно документации от cloud-сервиса PPU Zhenwu 810e, чтобы добыть deb- / rpm-пакет аналога DCGM, нужен какой-то аккаунт.
Скриншот про доступ к скачиванию deb-пакета.
Речь идет только о cloud-сервисе, документацией которого я пользовался, или вообще о всей обвязке PPU — непонятно, но найти rpm-пакет для ppu-dcgm мне не удалось.
В UI-интерфейсе AI-станции меж тем метрики PPU отображены.
Скриншот метрик AI-станции.
Обзор сервера
Итак, приступаем к практическим шагам. В первую очередь хотелось получить хоть какую-то знакомую информацию и я воспользовался ppu-smi — аналогом nvidia-smi. Он показывает 16 PPU-устройств с похожими метриками утилизации, возможным MIG-профилем (!), версией драйвера и возможной версией HGGC.
[root@ali117196 ~]# ppu-smi
Tue Aug 18 22:02:09 2026
+-------------------------------------------------------------------------------+
| PPU-SMI 1.18 Driver Version: 1.6.3-8ee7e7 HGGC Version: N/A |
+---------------------------------+----------------------+----------------------+
| PPU Name Persistence M. | Bus-Id | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | PPU-Util Compute M. |
| | | MIG M. |
+=================================+======================+======================+
| 0 PPU-ZW810E N/A | 00000001:C9:00.0 | 0 |
| N/A 31C N/A 90W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 1 PPU-ZW810E N/A | 00000001:C8:00.0 | 0 |
| N/A 33C N/A 86W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 2 PPU-ZW810E N/A | 00000001:80:00.0 | 0 |
| N/A 30C N/A 87W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 3 PPU-ZW810E N/A | 00000001:81:00.0 | 0 |
| N/A 28C N/A 92W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 4 PPU-ZW810E N/A | 00000000:7E:00.0 | 0 |
| N/A 27C N/A 90W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 5 PPU-ZW810E N/A | 00000000:7F:00.0 | 0 |
| N/A 29C N/A 87W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 6 PPU-ZW810E N/A | 00000000:C7:00.0 | 0 |
| N/A 31C N/A 90W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 7 PPU-ZW810E N/A | 00000000:C6:00.0 | 0 |
| N/A 31C N/A 85W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 8 PPU-ZW810E N/A | 00000001:A5:00.0 | 0 |
| N/A 32C N/A 87W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 9 PPU-ZW810E N/A | 00000001:A4:00.0 | 0 |
| N/A 32C N/A 89W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 10 PPU-ZW810E N/A | 00000001:0A:00.0 | 0 |
| N/A 30C N/A 89W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 11 PPU-ZW810E N/A | 00000001:0B:00.0 | 0 |
| N/A 28C N/A 86W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 12 PPU-ZW810E N/A | 00000000:08:00.0 | 0 |
| N/A 28C N/A 87W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 13 PPU-ZW810E N/A | 00000000:09:00.0 | 0 |
| N/A 31C N/A 86W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 14 PPU-ZW810E N/A | 00000000:A3:00.0 | 0 |
| N/A 33C N/A 88W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 15 PPU-ZW810E N/A | 00000000:A2:00.0 | 0 |
| N/A 32C N/A 90W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
+-------------------------------------------------------------------------------+
| Processes: |
| PPU GI CI PID Type Process name PPU Memory |
| ID ID Usage |
+===============================================================================+
| No running processes found |
+-------------------------------------------------------------------------------+
PPU связаны между собой по хитрой физико-логической топологии.
Скрытый текст[root@ali117196 ~]# ppu-smi topo -m
PPU0 PPU1 PPU2 PPU3 PPU4 PPU5 PPU6 PPU7 PPU8 PPU9 PPU10 PPU11 PPU12 PPU13 PPU14 PPU15 NIC0 NIC1 NIC2 NIC3 NIC4 NIC5 CPU Affinity
NUMA Affinity
PPU0 X ICN2 ICN1 ICN2 ICN1 SYS SYS SYS SYS ICN1 SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS 48-95,144-191
2-3
PPU1 ICN2 X ICN2 ICN1 SYS ICN1 SYS SYS ICN1 SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS 48-95,144-191
2-3
PPU2 ICN1 ICN2 X ICN1 SYS SYS ICN2 SYS SYS SYS SYS ICN1 SYS SYS SYS SYS SYS SYS SYS SYS SYS PIX 48-95,144-191
2-3
PPU3 ICN2 ICN1 ICN1 X SYS SYS SYS ICN2 SYS SYS ICN1 SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS PIX 48-95,144-191
2-3
PPU4 ICN1 SYS SYS SYS X ICN2 ICN1 ICN2 SYS SYS SYS SYS SYS ICN1 SYS SYS SYS SYS SYS SYS SYS SYS 0-47,96-143
0-1
PPU5 SYS ICN1 SYS SYS ICN2 X ICN2 ICN1 SYS SYS SYS SYS ICN1 SYS SYS SYS SYS SYS SYS SYS SYS SYS 0-47,96-143
0-1
PPU6 SYS SYS ICN2 SYS ICN1 ICN2 X ICN1 SYS SYS SYS SYS SYS SYS SYS ICN1 SYS SYS SYS PIX SYS SYS 0-47,96-143
0-1
PPU7 SYS SYS SYS ICN2 ICN2 ICN1 ICN1 X SYS SYS SYS SYS SYS SYS ICN1 SYS SYS SYS SYS PIX SYS SYS 0-47,96-143
0-1
PPU8 SYS ICN1 SYS SYS SYS SYS SYS SYS X ICN2 ICN1 ICN2 ICN1 SYS SYS SYS SYS SYS SYS SYS SYS SYS 48-95,144-191
2-3
PPU9 ICN1 SYS SYS SYS SYS SYS SYS SYS ICN2 X ICN2 ICN1 SYS ICN1 SYS SYS SYS SYS SYS SYS SYS SYS 48-95,144-191
2-3
PPU10 SYS SYS SYS ICN1 SYS SYS SYS SYS ICN1 ICN2 X ICN1 SYS SYS ICN2 SYS SYS SYS SYS SYS PIX SYS 48-95,144-191
2-3
PPU11 SYS SYS ICN1 SYS SYS SYS SYS SYS ICN2 ICN1 ICN1 X SYS SYS SYS ICN2 SYS SYS SYS SYS PIX SYS 48-95,144-191
2-3
PPU12 SYS SYS SYS SYS SYS ICN1 SYS SYS ICN1 SYS SYS SYS X ICN2 ICN1 ICN2 SYS SYS SYS SYS SYS SYS 0-47,96-143
0-1
PPU13 SYS SYS SYS SYS ICN1 SYS SYS SYS SYS ICN1 SYS SYS ICN2 X ICN2 ICN1 SYS SYS SYS SYS SYS SYS 0-47,96-143
0-1
PPU14 SYS SYS SYS SYS SYS SYS SYS ICN1 SYS SYS ICN2 SYS ICN1 ICN2 X ICN1 SYS SYS PIX SYS SYS SYS 0-47,96-143
0-1
PPU15 SYS SYS SYS SYS SYS SYS ICN1 SYS SYS SYS SYS ICN2 ICN2 ICN1 ICN1 X SYS SYS PIX SYS SYS SYS 0-47,96-143
0-1
NIC0 SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS X SYS SYS SYS SYS SYS 48-95,144-191
2-3
NIC1 SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS X SYS SYS SYS SYS 0-47,96-143
0-1
NIC2 SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS PIX PIX SYS SYS X SYS SYS SYS 0-47,96-143
0-1
NIC3 SYS SYS SYS SYS SYS SYS PIX PIX SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS X SYS SYS 0-47,96-143
0-1
NIC4 SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS PIX PIX SYS SYS SYS SYS SYS SYS SYS SYS X SYS 48-95,144-191
2-3
NIC5 SYS SYS PIX PIX SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS SYS X 48-95,144-191
2-3
Legend:
X = Self
SYS = Connection traversing PCIe as well as the SMP interconnect between NUMA nodes (e.g., QPI/UPI)
NODE = Connection traversing PCIe as well as the interconnect between PCIe Host Bridges within a NUMA node
PHB = Connection traversing PCIe as well as a PCIe Host Bridge (typically the CPU)
PXB = Connection traversing multiple PCIe bridges (without traversing the PCIe Host Bridge)
PIX = Connection traversing at most a single PCIe bridge
ICN# = Connection traversing a bonded set of # ICN links
NIC Legend:
NIC0: mlx5_bond_0
NIC1: mlx5_bond_1
NIC2: mlx5_bond_2
NIC3: mlx5_bond_3
NIC4: mlx5_bond_4
NIC5: mlx5_bond_5
PPU Rear Group:
Rear ID 0: PPU 0,1,2,3,4,5,6,7
Rear ID 1: PPU 8,9,10,11,12,13,14,15Например, в случае соединения через NVSwitch графические процессоры NVIDIA внутри узла связаны по принципу «все-со-всеми». В случае TPU — каждое устройство связано с соседом, и вместе они образуют многомерные кольца. Выглядит это примерно так:
Схема связей TPU-ускорителей для примера структуры. Источник.
Каждый Zhenwu 810E имеет семь физических ICN-линий. В зависимости от расположения пары ускорителей между ними может быть задействован один ICN-линк (ICN1), два объединенных линка (ICN2), либо обмен идет через системные PCIe (SYS).
Маркетинговая картинка, похоже, пытается отразить эти связи на скриншоте:
Маркетинговый скриншот PPU. Источник.
При этом восемь PPU образуют группу со своим оптимальным порядком взаимодействия между собой.
Rear ID 0: PPU 0,1,2,3,4,5,6,7
Rear ID 1: PPU 8,9,10,11,12,13,14,15
Этот порядок важно учитывать и прокидывать в переменной CUDA_VISIBLE_DEVICES при инференсе модели на нескольких картах. Для облачного K8s разработана библиотека ACCL (аналог NCCL). В ее документации можно встретить такую ремарку про порядок взаимодействия PPU:
However, the PPU Inter-Connect Network (ICN) uses a non-fully connected topology. To achieve maximum performance with specific parallel strategies, manually configure the environment variables as needed. The core of this optimization is to allocate more ICN links to high-latency Communication Groups and reduce link sharing and contention between them. This improves the overall efficiency of interconnect communication.
# For TP=2:
export CUDA_VISIBLE_DEVICES=4,7,5,6,1,2,0,3,12,15,13,14,9,10,8,11
# For TP=4:
export CUDA_VISIBLE_DEVICES=4,5,7,6,0,1,3,2,9,8,10,11,13,12,14,15
# For TP=8:
export CUDA_VISIBLE_DEVICES=4,5,7,6,2,3,1,0,13,12,14,15,11,10,8,9
# No configuration needed for TP=1 or TP=16.
И хотя тут речь про связку Kubernetes + PPU и ACCL-библиотеки, для PCCL-библиотеки (тоже аналог NCCL) порядок также важен для оптимального интерконнекта.
Каждый ICN имеет пропускную способность примерно 53 ГБ/с.
root@ali117196 ~]# ppu-smi icn -s
PPU 0: PPU-ZW810E (UUID: GPU-01de0211-0952-030e-0000-000060d7d05f)
Link 0: 53 GB/s
Link 1: 53 GB/s
Link 2: 53 GB/s
Link 3: 53 GB/s
Link 4: 53 GB/s
Link 5: 53 GB/s
Link 6: 53 GB/s
PPU 1: PPU-ZW810E (UUID: GPU-019e2226-0480-0030-0000-000040937a19)
Link 0: 53 GB/s
Link 1: 53 GB/s
Link 2: 53 GB/s
Link 3: 53 GB/s
Link 4: 53 GB/s
Link 5: 53 GB/s
Link 6: 53 GB/s
...
...
...В документации не удалось найти, в одном или двух направлениях заявлено это значение, но вот у NVLink третьего и четвертого поколений (карты A100 и H100) пропускная способность одного линка — 50 ГБ/с в два направления.
Характеристики NVLink 3.0 и NVLink 4.0.
Арендуйте физический сервер с запуском от 2 минут
Замена комплектующих — бесплатно. Все ресурсы — только ваши.
Тесты интерконнектов ICN
Далее были попытки протестировать интерконнект по аналогии с nccl_perf_tests.
Зачем вообще эти тесты проводить? Дело в том, что при инференсе моделей на нескольких ускорителях вычисления одного прохода сквозь сеть нужно синхронизировать между устройствами, обменяться промежуточными результатами или переслать токены между экспертами. Для этого существуют алгоритмы коллективных коммуникаций, а с помощью тестов NCCL (или PCCL в данном случае) можно зафиксировать значения пропускной способности таких взаимодействий.
В собранном образе PPU SDK нашлись скрипты, похожие по назначению на NCCL-тесты:
cd /usr/local/PPU_SDK/comm_tools/multi_process
ls
# all_reduce_perf
# alltoall_perf
# ...Для типичных TP-сценариев критичны такие алгоритмы коммуникации, как AllReduce, AllGather и ReduceScatter, тогда как для экспертного параллелизма в моделях MoE важнее AlltoAll. В рамках нашего тестирования мы сфокусировались на операциях AllReduce и AlltoAll.
Попытка сразу запустить тест по аналогии с nccl-tests сразу завершилась ошибкой:
root@ali117196:/usr/local/PPU_SDK/comm_tools/multi_process# CUDA_VISIBLE_DEVICES=4,5,7,6,2,3,1,0 ./all_reduce_perf -b 8M -e 1G -f 2 -g 8
# nThread 1 nGpus 8 minBytes 8388608 maxBytes 1073741824 offset <0>/<0> step: 2(factor) warmup iters: 5 iters: 20 validation: 1 single_test: 0 test_buffer_kind: both elapsed_type: cpu_time average: MIN register: 0
#
# Using devices
# Rank 0 Group 0 Pid 168 on ali117196 device 0 [0xc9] PPU-ZW810E
# Rank 1 Group 0 Pid 168 on ali117196 device 1 [0xc8] PPU-ZW810E
# Rank 2 Group 0 Pid 168 on ali117196 device 2 [0x80] PPU-ZW810E
# Rank 3 Group 0 Pid 168 on ali117196 device 3 [0xc7] PPU-ZW810E
# Rank 4 Group 0 Pid 168 on ali117196 device 4 [0x7f] PPU-ZW810E
# Rank 5 Group 0 Pid 168 on ali117196 device 5 [0x7e] PPU-ZW810E
# Rank 6 Group 0 Pid 168 on ali117196 device 6 [0xc6] PPU-ZW810E
# Rank 7 Group 0 Pid 168 on ali117196 device 7 [0x81] PPU-ZW810E
[ali117196][168:168][7][bootstrap.cc:93] NCCL ERROR Bootstrap : no socket interface found
[ali117196][168:168][7][net.cc:279] NCCL WARN net.cc:279 -> 3
[ali117196][168:168][7][init.cc:385] NCCL WARN init.cc:385 -> 3
[ali117196][168:168][7][init.cc:411] NCCL WARN init.cc:411 -> 3
ali117196: Test PCCL failure common.cu:1455 'internal error'PCCL требовался сетевой интерфейс для инициализации и обмена служебной информацией. В моем случае это лечилось экспортом нужных env-переменных:
export NCCL_SOCKET_IFNAME=lo
export NCCL_SOCKET_FAMILY=AF_INET
export NCCL_DEBUG=INFOВ документации вендора указано, какие переменные установлены по дефолту:
Первым тестом хотелось проверить базовый интерконнект разных типов соединений, указанных в матрице топологии ppu-smi topo между двумя PPU. Использовался AllReduce-тест с данными до 1 ГБ.
ICN2 для пары PPU0-PPU1
CUDA_VISIBLE_DEVICES=0,1 \
./all_reduce_perf -b 4096 -e 1G -f 2 -w 10 -n 50 -g 2Весь лог публиковать не буду, покажу только последние пять значений.
size time(us) algbw busbw
134217728 1544.41 86.91 86.91
268435456 3042.48 88.23 88.23
536870912 6034.78 88.96 88.96
1073741824 12014.10 89.37 89.37
# Out of bounds values : 0 OKПолучилось около 89,4 ГБ/с.
ICN1 для пары PPU0-PPU2
CUDA_VISIBLE_DEVICES=0,2 \
./all_reduce_perf -b 4096 -e 1G -f 2 -w 10 -n 50 -g 2size time(us) algbw busbw
134217728 3105.61 43.22 43.22
268435456 6136.45 43.74 43.74
536870912 12316.80 43.59 43.59
1073741824 24422.60 43.97 43.97
# Out of bounds values : 0 OKОжидаемо почти в два раза медленнее — около 44 ГБ/с.
SYS для пары PPU0-PPU5 без ICN
CUDA_VISIBLE_DEVICES=0,5 \
./all_reduce_perf -b 4096 -e 1G -f 2 -w 10 -n 50 -g 2size time(us) algbw busbw
134217728 9361.68 14.34 14.34
268435456 18748.80 14.32 14.32
536870912 37565.10 14.29 14.29
1073741824 75348.60 14.25 14.25
# Out of bounds values : 0 OKПолучилось около 14,3 ГБ/с.
Ранее я ссылался на информацию, что при инференсе на нескольких PPU очень важна топология размещения ускорителей — вот получили наглядное подтверждение. Если PPU подобраны не из одной локальной группы, то задержки при инференсе могут существенно вырасти.
Далее от пары PPU перейдем к тесту AllReduce между группой из восьми PPU одной ICN-группы.
CUDA_VISIBLE_DEVICES=4,5,7,6,2,3,1,0 \
./all_reduce_perf -b 4096 -e 1G -f 2 -w 10 -n 50 -g 8size time(us) algbw busbw
67108864 560.70 119.69 209.45
134217728 1033.72 129.84 227.22
268435456 1957.16 137.16 240.02
536870912 3879.98 138.37 242.15
1073741824 7705.49 139.35 243.86В сценарии AllReduce для восьми PPU общая нормализованная оценка эффективности коммуникационного слоя составляет 244 ГБ/с.
Для MoE-сценария используется другой алгоритм коммуникации — AlltoAll. Тут тест выполнялся на всех доступных 16 PPU.
./alltoall_perf -b 4096 -e 1G -f 2 -w 10 -n 50 -g 16size time(us) algbw busbw
33554432 449.19 74.70 70.03
67108864 862.86 77.78 72.91
134217728 1690.93 79.38 74.41
268435456 3346.55 80.21 75.20
536870912 6674.53 80.44 75.41
1073741824 13376.00 80.27 75.26На 16 PPU нормализованная оценка эффективности коммуникационного слоя составляет 75 ГБ/с.
Полученные результаты пропускной способности коммуникационного слоя мы оставим для сравнения с другим железом, а далее перейдем к более привычным бенчмаркам моделей.
Попытки стартовать инференс
Далее нам нужно было запустить, наконец, какую-то доступную модель. Напомню, целевой способ использования сервера планируется в составе Kubernetes, поэтому инференс необходимо было запустить в подготовленных контейнерных образах с PPU SDK.
В документации к Alibaba Cloud PPU Service образы указаны с учетом реджистри Alibaba Cloud, но, к счастью, существует возможность скачать их из глобального и доступного без регистрации реджистри:
egslingjun-registry.cn-wulanchabu.cr.aliyuncs.com/egslingjun/inference-xpu-pytorch:26.04-v2.1.0-vllm0.23.0-torch2.10-cu130-20260710И вот после скачивания образа возник вопрос о том, как именно прокидывать PPU в запущенный контейнер. В случае с NVIDIA GPU мы устанавливаем прослойку — nvidia-container-toolkit и через нее прокидываем GPU в Docker-контейнеры. Для PPU такой прослойки нет, и нужно прокидывать каждое устройство как девайс.
Список девайсов смотрим в /dev.
ls /dev
alixpu
alixpu-caps
alixpu-caps-imex-channels
alixpu_ctl
alixpu_ppu0
alixpu_ppu1
alixpu_ppu10
alixpu_ppu11
alixpu_ppu12
alixpu_ppu13
alixpu_ppu14
alixpu_ppu15
alixpu_ppu2
alixpu_ppu3
alixpu_ppu4
alixpu_ppu5
alixpu_ppu6
alixpu_ppu7
alixpu_ppu8
alixpu_ppu9
alixpu_sepА далее прокидываем устройства через параметр --device и видим внутри контейнера только то, что прокинули.
[root@ali117196 ~]# nerdctl run -it --device=/dev/alixpu_ppu0 --device=/dev/alixpu --device=/dev/alixpu_ctl egslingjun-registry.cn-wulanchabu.cr.aliyuncs.com/egslingjun/inference-xpu-pytorch:25.03-v1.4.3-hotfix-vllm0.7.3-torch2.5-cu123-20250331 -- bash
=================================
PPU SDK Version: v1.4.3-hotfix
CUDA Wrapper: cuda-12.3
PyTorch Version: 2.5.1
NGC Version: pytorch:-py3
Python Version: Python 3.10.13
=================================
Setup environment for CUDA
[INFO] Get Dockerfile at /Dockerfile
Driver Version : 1.6.3-8ee7e7
HGGC Version : 11.1
SDK Version : 1.4.3-15e77a
PPU 00000001:C9:00.0
VBIOS Version : 1.6.12-af69f0
[WARNING] shm-size 64M(docker default value) which may be not enough, add --shm-size=4g or bigger depend on your modelВнутри контейнера виден прокинутый девайс:
root@8d535cca6772:/workspace/pytorch# ppu-smi
Tue Aug 18 22:58:22 2026
+-------------------------------------------------------------------------------+
| PPU-SMI 1.13 Driver Version: 1.6.3-8ee7e7 HGGC Version: 11.1 |
+---------------------------------+----------------------+----------------------+
| PPU Name Persistence M. | Bus-Id | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | PPU-Util Compute M. |
| | | MIG M. |
+=================================+======================+======================+
| 0 PPU-ZW810E N/A | 00000001:C9:00.0 | 0 |
| N/A 31C N/A 90W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
+-------------------------------------------------------------------------------+
| Processes: |
| PPU GI CI PID Type Process name PPU Memory |
| ID ID Usage |
+===============================================================================+
| No running processes found |
+-------------------------------------------------------------------------------+Есть небезопасный способ запускать контейнер через privileged-режим — так мы можем увидеть в контейнере все доступные на хосте PPU-устройства.
Скрытый текст[root@ali117196 ~]# nerdctl run -it --privileged egslingjun-registry.cn-wulanchabu.cr.aliyuncs.com/egslingjun/inference-xpu-pytorch:25.03-v1.4.3-hotfix-vllm0.7.3-torch2.5-cu123-20250331 -- bash
=================================
PPU SDK Version: v1.4.3-hotfix
CUDA Wrapper: cuda-12.3
PyTorch Version: 2.5.1
NGC Version: pytorch:-py3
Python Version: Python 3.10.13
=================================
Setup environment for CUDA
[INFO] Get Dockerfile at /Dockerfile
Driver Version : 1.6.3-8ee7e7
HGGC Version : 11.1
SDK Version : 1.4.3-15e77a
PPU 00000001:C9:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000001:C8:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000001:80:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000001:81:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000000:7E:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000000:7F:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000000:C7:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000000:C6:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000001:A5:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000001:A4:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000001:0A:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000001:0B:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000000:08:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000000:09:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000000:A3:00.0
VBIOS Version : 1.6.12-af69f0
PPU 00000000:A2:00.0
VBIOS Version : 1.6.12-af69f0
[WARNING] shm-size 64M(docker default value) which may be not enough, add --shm-size=4g or bigger depend on your model
root@813f06d4156e:/workspace/pytorch# nvidia-smi
Tue Aug 18 23:03:12 2026
+-------------------------------------------------------------------------------+
| PPU-SMI 1.13 Driver Version: 1.6.3-8ee7e7 HGGC Version: 11.1 |
+---------------------------------+----------------------+----------------------+
| PPU Name Persistence M. | Bus-Id | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | PPU-Util Compute M. |
| | | MIG M. |
+=================================+======================+======================+
| 0 PPU-ZW810E N/A | 00000001:C9:00.0 | 0 |
| N/A 31C N/A 90W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 1 PPU-ZW810E N/A | 00000001:C8:00.0 | 0 |
| N/A 33C N/A 86W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 2 PPU-ZW810E N/A | 00000001:80:00.0 | 0 |
| N/A 29C N/A 87W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 3 PPU-ZW810E N/A | 00000001:81:00.0 | 0 |
| N/A 28C N/A 91W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 4 PPU-ZW810E N/A | 00000000:7E:00.0 | 0 |
| N/A 26C N/A 90W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 5 PPU-ZW810E N/A | 00000000:7F:00.0 | 0 |
| N/A 29C N/A 87W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 6 PPU-ZW810E N/A | 00000000:C7:00.0 | 0 |
| N/A 30C N/A 89W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 7 PPU-ZW810E N/A | 00000000:C6:00.0 | 0 |
| N/A 30C N/A 85W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 8 PPU-ZW810E N/A | 00000001:A5:00.0 | 0 |
| N/A 32C N/A 88W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 9 PPU-ZW810E N/A | 00000001:A4:00.0 | 0 |
| N/A 32C N/A 89W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 10 PPU-ZW810E N/A | 00000001:0A:00.0 | 0 |
| N/A 30C N/A 89W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 11 PPU-ZW810E N/A | 00000001:0B:00.0 | 0 |
| N/A 27C N/A 86W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 12 PPU-ZW810E N/A | 00000000:08:00.0 | 0 |
| N/A 28C N/A 87W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 13 PPU-ZW810E N/A | 00000000:09:00.0 | 0 |
| N/A 30C N/A 86W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 14 PPU-ZW810E N/A | 00000000:A3:00.0 | 0 |
| N/A 33C N/A 88W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
| 15 PPU-ZW810E N/A | 00000000:A2:00.0 | 0 |
| N/A 32C N/A 89W / 400W | 3MiB / 98304MiB | 0% Default |
| | | Disabled |
+---------------------------------+----------------------+----------------------+
+-------------------------------------------------------------------------------+
| Processes: |
| PPU GI CI PID Type Process name PPU Memory |
| ID ID Usage |
+===============================================================================+
| No running processes found |
+-------------------------------------------------------------------------------+Стандартная проверка CUDA-вызовов и определения устройств из torch работает:
root@813f06d4156e:/workspace/pytorch# python
Python 3.10.13 (main, Mar 24 2025, 13:57:47) [GCC 11.4.0] on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import torch
>>> print("torch",torch.__version__)
torch 2.5.1
>>> print("cuda is available?",torch.cuda.is_available())
cuda is available? True
>>> print("device count", torch.cuda.device_count())
device count 16В процессе попыток запуска контейнера возникало множество мелких, но поправимых багов вроде жестких ссылок и заранее определенных переменных, направленных на китайские ресурсы и зеркала. Жить можно, но нужно про это помнить.
После базовых тестов с контейнерами приступили к тестам моделей.
Тест DeepSeek-v4-Flash-0731-w8a8 (TP = 8)
В нашей команде при тестах новых моделей или железа мы используем стандартизированные профили нагрузки: так мы примерно понимаем, какой перформанс можно ожидать от модели и железа в различных сценариях. Мы определяем количество input-/output-токенов контекста и ступенчато поднимаем значение concurrency.
Для PPU и доступных моделей использовались три типовых сценария:
Chat: соотношение 1024/512 токенов — это наш бейзлайн;
RAG: соотношение 32k/1024 токенов — тяжелый prefill-сценарий;
Batch: соотношение 8k/8k токенов — упор на тяжелый decode-сценарий.
Мы оцениваем метрики по медианным значениям, а для анализа «хвостов» распределения отдельно выводим 99-й перцентиль — это позволяет получить более наглядную картину происходящего.
Запустить на всех 16 PPU DeepSeek-v4-Flash-0731 не удалось — проблема связана с расчетом конфигурации vLLM для этой архитектуры. Удалось запустить только на восьми PPU:
nerdctl run -it --privileged -p 8000:8000 -v /bmcp_lvm_fs/weights:/weights egslingjun-registry.cn-wulanchabu.cr.aliyuncs.com/egslingjun/inference-xpu-pytorch:26.04-v2.1.0-vllm0.23.0-torch2.10-cu130-20260710 -- vllm serve /weights/deepseek --host 0.0.0.0 --port 8000 --tensor-parallel-size 8 --trust-remote-code --tool-call-parser deepseek_v4 --trust-remote-code --block-size 256 --served-model-name DeepSeek-V4-Flash-0731 --tokenizer-mode deepseek_v4 --reasoning-parser deepseek_v4 --enable-prefix-caching --enable-auto-tool-choiceРезультаты получились следующие.
Chat-профиль — input 1024 / output 512
concurrency | rps | Output tok/s | Total tok/s | TTFT p50, ms | TTFT | TPOT p50, ms | TPOT p99, ms | ITL p50, ms | ITL p99, ms | E2E p50, s |
8 | 0.83 | 424.88 | 1274.64 | 774.89 | 924.53 | 17.20 | 20.72 | 17.16 | 49.18 | 9.56 |
16 | 1.29 | 659.04 | 1977.13 | 806.10 | 1254.69 | 22.65 | 25.19 | 19.85 | 60.08 | 12.38 |
32 | 1.78 | 893.16 | 2679.47 | 1260.78 | 2269.00 | 32.59 | 36.64 | 26.42 | 297.19 | 17.91 |
64 | 2.27 | 1159.61 | 3478.82 | 1282.25 | 4371.09 | 52.42 | 56.45 | 36.10 | 626.39 | 28.07 |
128 | 2.78 | 1423.99 | 4271.98 | 2016.53 | 9974.66 | 85.36 | 90.93 | 51.65 | 695.35 | 45.64 |
200 | 3.03 | 1549.99 | 4649.96 | 2105.21 | 16219.64 | 124.66 | 130.32 | 68.41 | 704.41 | 65.81 |
RAG-профиль — input 32000 / output 1024
concurrency | rps | Output tok/s | Total tok/s | TTFT p50, ms | TTFT | TPOT p50, ms | TPOT p99, ms | ITL p50, ms | ITL p99, ms | E2E p50, s |
8 | 0.17 | 170.38 | 5495.42 | 9732.87 | 25328.15 | 36.93 | 42.93 | 16.64 | 880.66 | 47.51 |
16 | 0.20 | 205.61 | 6631.78 | 9755.73 | 53255.65 | 66.41 | 72.35 | 22.62 | 934.93 | 77.69 |
32 | 0.22 | 229.16 | 7391.21 | 8073.62 | 105863.73 | 129.39 | 133.85 | 31.48 | 963.38 | 140.44 |
64 | 0.24 | 246.59 | 7953.47 | 8110.17 | 216192.78 | 245.58 | 248.55 | 48.29 | 980.98 | 259.34 |
128 | 0.25 | 256.12 | 8260.72 | 9920.58 | 343338.69 | 373.63 | 377.19 | 62.93 | 1002.25 | 392.14 |
Batch-профиль — input 8000 / output 8000
concurrency | rps | Output tok/s | Total tok/s | TTFT p50, ms | TTFT | TPOT p50, ms | TPOT p99, ms | ITL p50, ms | ITL p99, ms | E2E p50, s |
8 | 0.05 | 402.72 | 805.64 | 3030.07 | 4888.42 | 19.51 | 20.02 | 18.76 | 37.38 | 159.09 |
16 | 0.08 | 666.42 | 1333.17 | 3105.28 | 10945.77 | 22.97 | 22.35 | 21.26 | 42.62 | 186.64 |
32 | 0.12 | 920.59 | 1841.65 | 3117.59 | 23389.97 | 32.46 | 32.88 | 28.78 | 57.60 | 262.77 |
64 | 0.16 | 1241.58 | 2483.78 | 3134.78 | 47682.74 | 46.69 | 46.97 | 39.28 | 87.49 | 376.61 |
128 | 0.20 | 1589.40 | 3179.60 | 22254.10 | 98019.58 | 70.69 | 72.88 | 61.48 | 774.03 | 587.7 |
200 | 0.25 | 1983.44 | 3967.87 | 77924.09 | 154652.57 | 90.61 | 99.22 | 81.58 | 785.40 | 802.71 |
Тест DeepSeek-v4-Flash-0731-w8a8 (TP = 8, DP = 2)
Следующим этапом была попытка все-таки задействовать все PPU на сервере. Модель развернута с настройками TP = 8 и DP = 2: внутри vLLM поднимаются два инстанса модели, каждая модель — на своей Rear-группе, при этом веса дублируются для каждого инстанса.
nerdctl run -d --name deepseek-dp2 --privileged -p 8000:8000 --ipc host -e NCCL_SOCKET_IFNAME=lo -e NCCL_SOCKET_FAMILY=AF_INET -e CUDA_VISIBLE_DEVICES=0,1,2,6,5,4,7,3,9,8,11,15,12,13,14,10 -e NCCL_DEBUG=INFO -v /bmcp_lvm_fs/weights:/weights egslingjun-registry.cn-wulanchabu.cr.aliyuncs.com/egslingjun/inference-xpu-pytorch:26.04-v2.1.0-vllm0.23.0-torch2.10-cu130-20260710 vllm serve /weights/deepest --host 0.0.0.0 --port 8000 --tensor-parallel-size 8 --data-parallel-size 2 --api-server-count 1 --trust-remote-code --tool-call-parser deepseek_v4 --block-size 256 --served-model-name DeepSeek-V4-Flash-0731 --tokenizer-mode deepseek_v4 --reasoning-parser deepseek_v4 --enable-prefix-caching --enable-auto-tool-choiceChat-профиль — input 1024 / output 512
concurrency | rps | Output tok/s | Total tok/s | TTFT p50, ms | TTFT | TPOT p50, ms | TPOT p99, ms | ITL p50, ms | ITL p99, ms | E2E p50, s |
8 | 0.40 | 204.43 | 614.89 | 585.31 | 30441.69 | 33.18 | 45.61 | 32.61 | 66.62 | 17.54 |
16 | 0.82 | 421.7 | 1268.50 | 588.36 | 1622.51 | 34.78 | 43.43 | 33.39 | 72.05 | 18.36 |
32 | 1.27 | 651.36 | 1959.16 | 922.80 | 11111.10 | 35.81 | 51.26 | 33.14 | 70.81 | 19.22 |
64 | 2.34 | 1198.35 | 3604.42 | 598.80 | 3888.74 | 44.75 | 46.54 | 36.77 | 85.69 | 23.47 |
128 | 3.46 | 1772.74 | 5332.06 | 9922.66 | 9943.59 | 54.05 | 62.01 | 36.51 | 79.77 | 37.54 |
200 | 4.44 | 2271.28 | 6831.59 | 2243.70 | 2310.39 | 83.75 | 86.85 | 45.34 | 140.94 | 45.04 |
RAG-профиль — input 32000 / output 1024
concurrency | rps | Output tok/s | Total tok/s | TTFT p50, ms | TTFT | TPOT p50, ms | TPOT p99, ms | ITLp50, ms | ITL p99, ms | E2E p50, s |
8 | 0.15 | 154.15 | 4971.87 | 9428.09 | 15486.22 | 42.34 | 51.69 | 32.40 | 678.93 | 52.74 |
16 | 0.23 | 231.28 | 7459.73 | 10477.13 | 35403.48 | 56.29 | 65.38 | 32.48 | 1049.86 | 68.06 |
32 | 0.30 | 309.07 | 9968.70 | 10547.06 | 70376.56 | 88.09 | 98.98 | 32.89 | 1088.70 | 100.86 |
64 | 0.33 | 341.41 | 11011.86 | 11085.03 | 171970.61 | 156.24 | 195.07 | 36.41 | 1104.02 | 170.92 |
128 | 0.35 | 358.76 | 11571.30 | 61363.78 | 319504.48 | 290.26 | 363.80 | 46.59 | 2127.90 | 358.30 |
200 | 0.34 | 345.90 | 11156.70 | 211045.88 | 500653.61 | 352.76 | 529.64 | 61.71 | 4571.02 | 571.92 |
Batch-профиль — input 8000 / output 8000
concurrency | rps | Output tok/s | Total tok/s | TTFT p50, ms | TTFT | TPOT p50, ms | TPOT p99, ms | ITL p50, ms | ITL p99, ms | E2E p50, s |
8 | 0.03 | 239.88 | 479.88 | 2664.73 | 4117.08 | 33.08 | 33.70 | 32.33 | 64.47 | 267.27 |
16 | 0.06 | 455.60 | 911.42 | 2841.76 | 7376.09 | 33.45 | 34.25 | 32.86 | 65.93 | 270.41 |
32 | 0.10 | 785.25 | 1570.90 | 3700.71 | 14680.93 | 36.77 | 37.39 | 35.29 | 70.72 | 297.82 |
64 | 0.16 | 1283.54 | 2567.72 | 4458.39 | 35348.15 | 40.36 | 40.85 | 36.56 | 73.27 | 327.30 |
128 | 0.27 | 2138.02 | 4277.11 | 14419.98 | 58887.38 | 50.78 | 52.03 | 41.82 | 100.73 | 420.61 |
200 | 0.37 | 2973.57 | 5948.62 | 46438.41 | 91203.03 | 61.22 | 66.50 | 54.04 | 109.97 | 536.14 |
Если сравнить результаты, то в этом эксперименте эффект от data parallelism появляется при большом батче. По графикам видно, что примерно с concurrency от 64 второй инстанс модели начинает влиять на метрики производительности. Возможно, два независимых инстанса с роутером перед ними будут давать совершенно другой перформанс, но такую гипотезу проверить не удалось.
Графики сравнения перформанса разных типов инференса DeepSeek-v4-Flash-0731.
Тепловая карта метрик производительности DeepSeek-v4-Flash-0731.
На тепловой карте наглядно можно увидеть ситуацию с плато по перформансу для prefill-нагруженного сценария — RAG.
DeepSeek в каталоге готовых ИИ‑моделей. От 67 ₽/час
Запускайте ИИ в облаке Selectel для логических рассуждений, RAG и извлечения данных из документов.
Тест GLM-5.2 (TP = 16)
На самом сервере оказались полные веса GLM-5.2. При попытке запустить модель по вышеуказанному сценарию она свалилась — форк vLLM для PPU неправильно понимает чекпоинты и не может их загрузить.
ValueError: Following weights were not initialized from checkpoint:
{
model.layers.47.self_attn.indexer.k_norm.weight,
model.layers.4.self_attn.indexer.k_norm.bias,
model.layers.37.self_attn.indexer.k_norm.bias,
...
}
Engine core initialization failedТест Kimi K2.6
Также на сервере находятся подготовленные веса Kimi K2.6 в квантизации W8A8 от T-HEAD. Эту модель удалось запустить без проблем. Результаты бенчмарков получились следующие.
Chat-профиль — input 1024 / output 512
concurrency | rps | Output tok/s | Total tok/s | TTFT p50, ms | TTFT | TPOT p50, ms | TPOT p99, ms | ITL p50, ms | ITL p99, ms | E2E p50, s |
8 | 0.36 | 184.57 | 556.59 | 1647.36 | 7980.40 | 36.61 | 60.87 | 34.57 | 40.30 | 20.36 |
16 | 0.44 | 222.93 | 672.29 | 360.34 | 4737.80 | 69.94 | 85.57 | 63.62 | 83.91 | 36.10 |
32 | 0.53 | 271.12 | 817.61 | 531.96 | 2427.35 | 115.08 | 126.36 | 109.83 | 138.87 | 59.34 |
64 | 0.61 | 311.62 | 939.74 | 755.21 | 3790.68 | 195.57 | 213.23 | 173.71 | 287.22 | 100.69 |
128 | 0.92 | 473.10 | 1426.70 | 1302.72 | 2276.01 | 216.62 | 216.78 | 205.71 | 232.72 | 112 |
200 | 1.53 | 781.78 | 2357.56 | 1975.01 | 2599.19 | 251.81 | 252.12 | 240.92 | 475.16 | 130.65 |
RAG-профиль — input 32000 / output 1024
concurrency | rps | Output tok/s | Total tok/s | TTFT p50, ms | TTFT | TPOT p50, ms | TPOT p99, ms | ITL p50, ms | ITL p99, ms | E2E p50, s |
8 | 0.04 | 80.30 | 1335.35 | 30431.34 | 62256.68 | 84.92 | 94.18 | 54.54 | 2289.76 | 117.30 |
16 | 0.04 | 84.23 | 1400.68 | 25154.27 | 150411.03 | 179.88 | 185.90 | 101.73 | 2536.83 | 209.17 |
32 | 0.04 | 83.87 | 1394.60 | 172385.76 | 622842 | 246.15 | 335.81 | 134.67 | 2563.79 | 424.2 |
64 | 0.04 | 84.92 | 1412.21 | 1047058.01 | 1203970.53 | 242.08 | 330.91 | 134.38 | 2551.54 | 1294.71 |
С ростом concurrency с таким контекстом емкость KV-Cache переполнена и сервер вышел на плато: 20 запросов в работе, остальные — в очереди.
Метрики утилизации KV-Cache для Kimi K2.6.
Метрики очереди планировщика vLLM.
Batch-профиль — input 8000 / output 8000
concurrency | rps | Output tok/s | Total tok/s | TTFT p50, ms | TTFT p99, ms | TPOT p50, ms | TPOT p99, ms | ITL p50, ms | ITL p99, ms | E2E p50 |
8 | 0.02 | 185.14 | 370.46 | 8856.09 | 17130.81 | 42.24 | 43.59 | 40.20 | 43.81 | ~ 5 m |
16 | 0.03 | 204.9 | 410 | 9188.22 | 33908 | 76.73 | 77.79 | 71.92 | 84.20 | ~ 10 m |
32 | 0.03 | 234.05 | 468 | 8488.17 | 73560.41 | 133.88 | 137.05 | 123.85 | 242.47 | ~ 17m |
64 | 0.03 | 247.81 | 495.86 | 77351.28 | 805702.39 | 220.30 | 345.21 | 199.34 | 407.01 | ~ 30 m |
128 | 0.03 | 241.55 | 483.34 | 1236760.05 | 3498485.51 | 245.52 | 465.25 | 199.37 | 2126.91 | ~ 53 m |
200 | 0.03 | 244.03 | 488.03 | 2098643.76 | 5769940.37 | 238.92 | 456.35 | 199.26 | 2061.37 | ~ 66 m |
С ростом concurrency также уперлись в KV-Cache и очередь.
Метрики KV-Cache утилизации для Kimi K2.6 на тесте 8k/8k.
Состояние очереди планировщика vLLM при тесте 8k/8k.
Также для наглядности прикладываю график по E2E на 8k/8k-сценария.
График E2E для Kimi K2.6 на тесте 8k/8k.
Результирующие графики и тепловая карта также показывают выход на плато по перформансу для тяжелых prefill- и decode-сценариев.
Графики перформанса Kimi K2.6 на разных профилях теста.
Тепловая карта перформанса Kimi K2.6 на разных профилях теста.
Выводы
Справедливости ради, бейзлайна для сравнения у меня не оказалось под рукой. По идее, для адекватного сравнения нужен аналогичный сервер (например, конфигурация с 16 ускорителями A100). Между тем, с технической точки зрения AI-станция на базе 16 PPU имеет достойную пропускную способность ICN-интерконнекта и огромный объем VRAM — 1,5 ТБ. Подозреваю, что если глубже закопаться в документацию по настройке инференса для каждой доступной модели, можно выбить более интересные показатели на бенчмарках. Тем более что при поставке такого сервера в виде ПАК можно дополнительно получить от вендора дооптимизированные варианты open-source моделей семейства Qwen.
Полноценную интеграцию с Kubernetes в рамках теста мы не выполняли, хотя тесты показали возможность работать с контейнерами на специально подготовленных образах и с пробрасыванием PPU внутрь. Основной же блокер — стек на базе PPU SDK:
нет достаточного объема документации для эксплуатации. А та, что есть, скорее относится к облачному сервису Alibaba Cloud;
нет коммьюнити и экспертизы — даже в мировом масштабе. Любые нетривиальные проблемы могут обернуться блокером. Одна надежда на коммуникацию с T-HEAD;
неконтролируемый и непрогнозируемый лаг доработки PPU SDK для новых инструментов и моделей;
особенности квантизации — добыть модели в нужной квантизации непросто. И хотя сервер обладает огромным объемом VRAM, полновесные модели будут забирать значительную часть этого объема. Это, конечно, глобальная проблема, но тут адаптированные небольшие веса найти сложнее.
На мой взгляд, железо подходит под запуск согласованных, адаптированных и проверенных моделей. Это актуально для проектов в государственном и бигтех-секторах, где итерация обновлений моделей может быть долгой. Проект активно развивается, поэтому в будущем имеет смысл рассмотреть следующее поколение устройства — PPU Zhenwu M890.
Анонс нового PPU Zhenwu M890.
-
26.06.26 15:05
Riley Stephens
If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
-
26.06.26 15:09
Antonio Riley
Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
-
28.06.26 00:37
kimberlyhebertt673
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
-
28.06.26 00:37
kimberlyhebertt673
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
-
29.06.26 11:57
Lisadonato0726
For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
-
29.06.26 22:37
riley777
Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
-
30.06.26 15:08
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
-
30.06.26 15:08
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
-
02.07.26 01:22
Lieneke Bonnema
I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
-
02.07.26 01:26
Clara Morin
I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
-
02.07.26 01:31
Robin Hale
I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
-
04.07.26 15:32
Fraddy Pual
There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
-
05.07.26 14:44
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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
05.07.26 14:44
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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
06.07.26 16:20
Olga Ognjanović
Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146
-
06.07.26 16:31
Joseph Weigl
Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
-
06.07.26 16:33
Jaran Løvlien
A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
-
07.07.26 18:00
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
07.07.26 18:01
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
09.07.26 19:06
Toivo Walli
I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
-
09.07.26 19:10
Misty Alexander
Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted recovery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
-
09.07.26 19:13
Clara Soto
Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable recovery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
-
12.07.26 03:30
Kora Baltacha
Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].
-
12.07.26 03:33
Pahal Mathew
It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]
-
13.07.26 23:49
[email protected]
One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])
-
15.07.26 11:53
Sarah Green
Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm
-
15.07.26 11:58
Lily Gagné
I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.
-
16.07.26 21:38
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
16.07.26 21:38
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
17.07.26 19:24
laimqq90
I recommend Marie when it comes to recovering lost/stolen ust/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only * ([email protected] and WhatsApp +1 7127594675 successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
-
17.07.26 20:12
martinsjude080
Needs Online Fraud Help Contact Mighty Hacker Recovery https://mightyhackarrecovery.com I lost $292,900 in Bitcoin after investing with an online mining company. After realizing I had been scammed, I spent a long time searching for ways to recover my funds and contacted several services without success. During my research, I came across Mighty Hacker Recovery through Google and YouTube. What caught my attention was that they said they would not require any upfront payment before providing their recovery service. I decided to contact them to discuss my case and understand their process. Throughout the process, they kept me informed about the progress. After several days, I was asked to provide my Bitcoin wallet address, and my case was concluded. Their fee was handled after the service rather than being requested in advance. If you've been the victim of a cryptocurrency scam, it's important to do your own research, ask questions, and carefully evaluate any recovery service before proceeding. Every case is different, so take the time to verify information and understand the process before making any decisions. For Bitcoin scam recovery, cryptocurrency scam, crypto recovery service, recover stolen Bitcoin, Bitcoin fraud help, blockchain investigation, crypto wallet recovery, online investment scam, digital asset recovery, and crypto scam support. Contact Them on WhatsApp +1 (343) 947-3496 or [email protected] or [email protected] or https://mightyhackarrecovery.com Scam recovery Online fraud help Scam alert Report fraud Fraud investigation Fake website checker Scam checker Identity theft protection Consumer protection Chargeback for scam Wire transfer scam Tech support scam Employment scam Rental scam Shopping scam Email scam WhatsApp scam Telegram scam Facebook scam Instagram scam
-
18.07.26 17:12
Malthe Larsen
My experience with OKX has been deeply frustrating. For months, my account withdrawals were restricted with no explanation or resolution. Multiple emails to their support team were ignored, leaving me without answers or reassurance. This complete lack of communication shattered my trust. I ultimately regained access to my funds only through the help of a third-party recovery service, ResQProfirm. What should have been a reliable platform instead made me feel helpless and cut off from my own assets. [email protected], WhatsApp +19852969146, telegram @Resqprofirm
-
18.07.26 17:42
پریا رضایی
OKX has been a major disappointment. My withdrawals were restricted for months, and repeated attempts to contact support went unanswered. This silence destroyed my confidence in the platform. I was only able to recover my funds through a third-party service, ResQProfirm. I trusted OKX for its reliability, but the experience left me feeling trapped and helpless. Timely communication and access to one’s own money should be a basic standard. [email protected], WhatsApp +19852969146, telegram: ResQprofirm
-
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
-
18.07.26 23:51
bernalzenaida
WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg As cryptocurrency continues to reshape global finance, cybercriminals are finding new ways to exploit investors through scams, hacks, phishing attacks, fake investment platforms, and other forms of digital asset fraud. For many victims, knowing where to turn after a loss can be one of the biggest challenges. Techy Force Cyber Retrieval was founded with one clear mission: to give victims of crypto fraud a fighting chance through professional blockchain investigations and cybersecurity expertise. Our team brings together experienced blockchain analysts, digital forensic specialists, cybersecurity professionals, and legal partners who work collaboratively to investigate cryptocurrency-related crimes. Using advanced blockchain forensic tools and global investigative techniques, we analyze transaction histories, trace digital asset movements where possible, identify valuable investigative leads, and prepare evidence that may assist clients and the appropriate authorities. We believe blockchain should represent transparency, accountability, and trust—not fear. That’s why we’re committed to helping victims understand their options, navigate the investigative process, and take informed action after cryptocurrency fraud. Every case is different, and while no legitimate recovery service can promise a successful recovery, acting quickly and working with experienced professionals can improve the quality of an investigation. At Techy Force Cyber Retrieval, we do more than investigate digital crimes—we advocate for victims, pursue the facts, and help people regain confidence after cryptocurrency fraud. WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg Crypto fraud doesn’t have to be the end of the road. It’s where our investigation begins.
-
19.07.26 04:10
Fraddy Pual
I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
-
19.07.26 19:53
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
-
19.07.26 19:53
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
-
19.07.26 19:54
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
-
30.07.26 00:04
Ahmed
A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
-
30.07.26 17:27
wendytaylor015
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
-
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
-
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.
-
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
-
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
-
03.08.26 20:05
Philip
I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
-
03.08.26 20:06
Philip
I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
-
04.08.26 11:05
Kisnoles
Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
-
04.08.26 12:37
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
-
04.08.26 12:37
kimberlyhebertt6877
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
-
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
-
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
-
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
-
11.08.26 03:43
raymont0714
I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained
-
12.08.26 16:37
rssllhrnsb
I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
-
16.08.26 01:44
Matt Kegan
CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
-
18.08.26 04:59
marcushenderson624
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
-
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
-
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.
-
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
-
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
-
23.08.26 20:02
leslieyee
Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
-
25.08.26 13:44
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
25.08.26 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
-
30.08.26 15:37
[email protected]
Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
-
30.08.26 15:37
[email protected]
Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
-
01.09.26 11:16
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
-
01.09.26 11:16
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
-
01.09.26 17:34
Garry42
Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
-
01.09.26 17:34
Garry42
Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
-
02.09.26 03:43
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
-
02.09.26 03:43
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
-
04.09.26 21:51
Kovengray
Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
-
05.09.26 21:38
[email protected]
I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
-
09.09.26 21:31
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
-
09.09.26 21:31
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
-
09.09.26 23:22
Fraddy Pual
Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
-
11.09.26 03:23
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
-
11.09.26 03:23
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
-
15.09.26 03:35
elioduncan
I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
-
15.09.26 15:45
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
15.09.26 15:45
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
05.10.26 21:26
[email protected]
I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
-
06.10.26 06:13
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
06.10.26 06:13
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
06.10.26 17:44
Darrell1717
I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
-
11.10.26 03:04
Patricia014
Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
-
12.10.26 19:34
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
12.10.26 19:34
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
13.10.26 14:14
lisalisa22
Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
-
13.10.26 14:14
lisalisa22
Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
-
17.10.26 12:58
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
17.10.26 12:58
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
24.10.26 03:16
lxbfYeaa
e
-
24.10.26 03:16
lxbfYeaa
e
-
24.10.26 03:16
lxbfYeaa
e
-
24.10.26 03:16
lxbfYeaa
e
-
24.10.26 03:23
lxbfYeaa
e
-
24.10.26 03:23
lxbfYeaa
e
-
24.10.26 03:24
lxbfYeaa
e
Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com
Войти
Регистрация
Похожие новости
Подпишись на telegram канал и узнавай первым обо всех новостях