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Как мы выбирали планировщик GPU-задач для Nova AI: Volcano, Kueue и KAI Scheduler. Часть 1

Всем привет! Меня зовут Дима Матушкин, я инженер в команде Nova и занимаюсь развитием Nova AI.

В этой статье разберем одну из задач, с которой сталкивается почти любая команда, запускающая AI/ML-нагрузки в Kubernetes: как эффективно использовать GPU в кластере, где одновременно живут инференс, обучение, эксперименты, ноутбуки дата-сайентистов и batch-задачи.

На старте кажется, что достаточно установить NVIDIA GPU Operator, прокинуть видеокарты в Kubernetes и начать указывать nvidia.com/gpu в манифестах. Для простых сценариев этого действительно хватает. Но как только нагрузок становится больше, а GPU начинают конкурировать между собой, выясняется, что проблема не только в том, чтобы "выдать видеокарту" конкретному поду.

Нужно уметь запускать связанные поды как единое целое, управлять очередями, учитывать приоритеты, не ломать распределенные задачи из-за сетевой топологии и делить GPU так, чтобы дорогие ресурсы не простаивали. Обычный планировщик Kubernetes не закрывает эти сценарии комплексно, поэтому для Nova AI мы начали смотреть в сторону специализированных планировщиков для AI/ML нагрузок.

В рамках сравнения мы рассматривали три решения: Volcano, Kueue и KAI Scheduler. Ниже разберем, какие проблемы мы хотели решить, как с ними справляется каждый инструмент и что в итоге выбрали для нашей платформы.

Почему обычного планировщика Kubernetes недостаточно

Kubernetes хорошо справляется с базовой оркестрацией контейнеров. Он умеет размещать поды по нодам, учитывать requests и limits, работать с taints, tolerations, affinity и другими стандартными механизмами. Но AI/ML-нагрузки устроены сложнее обычных stateless-сервисов.

Мы сформулировали 5 проблем, которые для нас были ключевыми.

1. Нет полноценного группового планирования

Для распределенного обучения или инференса большой языковой модели часто нужны несколько GPU на разных узлах. Тензорный и пайплайновый параллелизм позволяют разложить модель по нескольким устройствам, но у такого подхода есть важное ограничение: если один из нужных подов не запустился, остальные поды уже не дают результата.

Например, если веса модели распределены между несколькими worker-подами, а ресурсов хватило только на часть из них, кластер формально что-то запустил, но рабочий инференс не появился. GPU при этом могут быть заняты.

Обычный планировщик Kubernetes работает с подами по отдельности. Он не воспринимает набор подов как одну логическую job, которую нужно либо запустить целиком, либо не запускать вообще. Для AI/ML это быстро превращается в потерю ресурсов.

2. Не хватает очередей и приоритетов

В одном GPU-кластере обычно живут разные типы зада и все эти нагрузки конкурируют за одни и те же видеокарты, но ценность у них разная.

Пример: пользователь запускает ноутбук, занимает мощную GPU, а затем использует только небольшую часть ее возможностей. В это же время более важная задача, например инференс модели для чат-бота или RAG-системы, может не стартовать, потому что свободных GPU в кластере уже нет.

В таких сценариях нужен не просто факт наличия ресурса, а явная модель очередей: какие команды имеют гарантированную квоту, какие задачи могут ждать, какие должны вытеснять менее важные workload и как возвращать ресурсы обратно.

3. Планировщик не учитывает топологию GPU-кластера

Для распределенных AI-задач важно не только получить нужное количество GPU. Важно, где именно эти GPU находятся.

Если поды с частями одной модели окажутся рядом, например внутри одного сервера с NVLink или на узлах, связанных через InfiniBand или RoCE с GPU Direct, задача будет работать быстрее и предсказуемее. Если же часть трафика пойдет через обычную сеть, распределенный инференс или обучение будет работать неэффективно.

Поэтому планировщик должен понимать топологию кластера: какие ноды находятся ближе друг к другу, где есть быстрая связность, какие группы узлов подходят для конкретной распределенной job.

4. Нужно справедливое распределение ресурсов

Еще одна проблема появляется в мультитенантных кластерах, где несколько команд или проектов используют одну инфраструктуру. Если не управлять распределением ресурсов, одна крупная задача может занять непропорционально большую часть кластера и ухудшить условия для остальных.

Речь не только про GPU. AI/ML-задачи используют CPU, память и видеокарты одновременно. Если workload забирает много CPU и памяти на GPU-нодах, видеокарты могут остаться физически свободными, но новые GPU-задачи все равно не смогут стартовать из-за нехватки сопутствующих ресурсов.

Для таких случаев нужны алгоритмы справедливого распределения. Они должны учитывать несколько типов ресурсов сразу и не позволять одной очереди или одной команде монополизировать кластер.

5. Нужно динамически делить GPU

NVIDIA GPU Operator уже решает базовую интеграцию GPU с Kubernetes и поддерживает механизмы дробления видеокарт. Но в стандартном подходе конфигурацию часто нужно готовить заранее.

Например, если мы используем MIG, нужно заранее описать нужные профили, применить конфигурацию, промаркировать узлы и только после этого запускать workload. Если требования изменились, процесс приходится повторять.

На практике заранее не всегда понятно, какой профиль нужен конкретной задаче. Удобнее описать потребность на уровне workload: сколько нужно видеопамяти, сколько вычислительных ресурсов, сколько частей GPU. Дальше планировщик должен сам подобрать подходящее размещение.

Какие планировщики мы рассматривали

набором отдельных доработок вокруг kube-scheduler не хочется. Нужен специализированный планировщик, который изначально рассчитан на batch, AI/ML и HPC-сценарии.

Мы сравнивали 3 решения.

Volcano — cloud-native batch scheduler для Kubernetes, ориентированный на AI/ML, HPC и другие вычислительно тяжелые нагрузки. Он добавляет собственные сущности для job, очередей, группового планирования и расширенной логики размещения.

Kueue — Kubernetes-native система очередей и admission control для batch workload. Важная особенность Kueue в том, что он не заменяет стандартный scheduler. Он управляет тем, когда workload можно допустить к запуску, работает с очередями, квотами и приоритетами, а само размещение затем передает стандартному планировщику Kubernetes.

KAI Scheduler — планировщик для AI-нагрузок, изначально развивавшийся в контексте Run:ai и NVIDIA. Его фокус — GPU-кластеры, распределенные job и повышение утилизации GPU.

Отдельно мы не включали в это сравнение HAMi как самостоятельный планировщик. HAMi важен как open-source платформа для управления гетерогенными AI-ресурсами и дробления GPU, AMD GPU, TPU и других устройств. Но его первичная задача отличается от задачи полноценного scheduler для AI/ML workload.

Gang Scheduling

Первая проверка — умеет ли планировщик запускать связанную группу подов как единое целое.

В AI/ML это базовый сценарий. Если распределенная задача требует четыре worker-пода, то запуск двух из них не решает задачу. Наоборот, он может занять GPU и оставить систему в нерабочем промежуточном состоянии.

Volcano

Volcano реализует gang scheduling через CRD PodGroup. Этот ресурс связывает несколько подов в одну логическую группу.

Пример манифеста PodGroup в Volcano

apiVersion: scheduling.volcano.sh/v1beta1
kind: PodGroup
metadata:
   name: test
   namespace: default
spec:
   minMember: 1
   minResources:
      cpu: "3"
      memory: "2048Mi"
   priorityClassName: high-priority
   queue: default

У PodGroup есть поле minMember, где можно указать минимальное число подов, которые должны быть запущены одновременно. Это удобно, например, для batch-инференса, где нужно управлять количеством параллельных процессов.

Также есть minResources: минимальный набор ресурсов, необходимый для запуска группы. Если в кластере нет нужного количества CPU, памяти или GPU, Volcano не будет запускать часть подов и ждать, что остальные когда-нибудь доедут следом.

При использовании более высокоуровневого VolcanoJob такие группы могут создаваться автоматически. По сути, VolcanoJob расширяет идею обычной Kubernetes Job, добавляя функции, которые нужны для batch и AI/ML-сценариев.

Kueue

Kueue подходит к проблеме иначе. Он реализует all-or-nothing поведение через настройку waitForPodsReady.

Пример настройки подхода all-or-nothing

waitForPodsReady:
      timeout: 10m
      recoveryTimeout: 3m
      blockAdmission: false
      requeuingStrategy:
            timestamp: Eviction | Creation
            backoffLimitCount: 5
            backoffBaseSeconds: 60
            backoffMaxSeconds: 3600

В этой модели Kueue ожидает, что все поды workload станут ready за заданный timeout. Если этого не произошло, размещение отменяется. Если задачу нужно вернуть в очередь, дополнительно настраивается requeuingStrategy.

Такой подход закрывает часть проблемы, но он менее гибкий. Логика завязана на ожидание готовности и timeout, а не на явное описание минимального состава группы и минимального набора ресурсов на уровне отдельной job.

KAI Scheduler

KAI Scheduler, как и Volcano, использует PodGroup. Отличие в том, что в составе KAI Scheduler есть компонент PodGrouper, который может создавать группы подов автоматически на основании примененного манифеста.

Пример манифеста PodGroup в Kai Scheduler

apiVersion: scheduling.run.ai/v2alpha2
kind: PodGroup
metadata:
      name: external-batch-job
spec:
      minMember: 2
      queue: default-queue
      subGroups:
            - name: workers
               minMember: 2

Например, обычная Kubernetes Job может быть объединена в PodGroup, а минимальное количество одновременно запущенных процессов можно задать через метки вроде kai.scheduler/batch-min-member.

Вывод

Volcano и KAI Scheduler решают gang scheduling близким способом: через явную сущность PodGroup. Kueue тоже умеет добиваться all-or-nothing поведения, но делает это через timeout и requeue-логику. Для наших сценариев модель Volcano выглядит более прямой и управляемой.

Очереди и приоритеты

Вторая проверка — как планировщик работает с очередями, квотами и приоритетами.

Для AI/ML-платформы это обязательная часть. В одном кластере могут быть production-инференс, фоновые задачи Airflow, обучение моделей и пользовательские эксперименты. Все они не должны конкурировать за GPU на равных.

Volcano

Volcano строит модель очередей вокруг собственного CRD Queue.

Пример манифеста Queue в Volcano

apiVersion: scheduling.volcano.sh/v1beta1
kind: Queue
metadata:
     name: child-queue-a
spec:
     reclaimable: true
     parent: root
     deserved:
          cpu: 64
          memory: 128Gi

У очереди можно задавать weight, capability и guarantee. Эти параметры позволяют описывать вес очереди, ее лимиты и гарантированную квоту ресурсов.

Также Volcano поддерживает два важных механизма перераспределения ресурсов. Preempt позволяет вытеснять менее важные задачи внутри одной очереди или внутри одной job, если более приоритетной задаче нужны ресурсы. Reclaim позволяет возвращать ресурсы между очередями. Если очередь вышла за свою гарантированную долю и помечена как reclaimable: true, ресурсы могут быть изъяты в пользу другой очереди, которой они сейчас нужнее.

Дополнительно Volcano поддерживает иерархические очереди. Это удобно для мультитенантных кластеров, где ресурсы нужно распределять не только между отдельными задачами, но и между командами, проектами или организационными единицами.

Kueue

Kueue использует связку ClusterQueue и LocalQueue.

Пример манифестов ClusterQueue и LocalQueue в Kueue

apiVersion: kueue.x-k8s.io/v1beta2 
kind: ClusterQueue
metadata:
     name: "cluster-queue"
spec:
     namespaceSelector: {} # match all.
     resourceGroups:
     - coveredResources: ["cpu", "memory", "pods"]
        flavors:
        - name: "default-flavor"
           resources:
           - name: "cpu"
              nominalQuota: 9
           - name: "memory"
              nominalQuota: 36Gi
           - name: "pods"
              nominalQuota: 5
--- 
apiVersion: kueue.x-k8s.io/v1beta2
kind: LocalQueue
metadata:
     namespace: team-a
     name: team-a-queue
spec:
     clusterQueue: cluster-queue

ClusterQueue описывает глобальную очередь на уровне кластера. Через нее можно управлять ресурсами вроде CPU, памяти и GPU, а также задавать правила допуска workload. LocalQueue живет в namespace и связывает workload с глобальной очередью. Это позволяет группировать похожие задачи внутри namespace, но при этом держать общий контроль ресурсов на уровне кластера.

Для централизованного управления квотами между глобальными очередями используется Cohort. Такая модель хорошо вписывается в Kubernetes, потому что Kueue остается admission control слоем и не подменяет собой весь процесс планирования.

KAI Scheduler

KAI Scheduler также использует кастомный ресурс Queue.

Пример манифеста Queue в Kai Scheduler

apiVersion: scheduling.run.ai/v2
kind: Queue
metadata:
     name: ml-team
spec:
     displayName: "ML Team"
     parentQueue: "research-team"
     priority: 200
     resources:
          cpu:
               quota: 500
               overQuotaWeight: 2
          gpu:
               quota: 1
               overQuotaWeight: 1

В очереди можно задавать quota, то есть гарантированно выделенные ресурсы, и limit, то есть максимально доступное количество ресурсов. Поле overQuotaPriority управляет порядком выдачи ресурсов очередям, которые уже вышли за свою гарантированную квоту.

Очереди поддерживают иерархическую структуру. Это важно для тех же мультитенантных сценариев, где нужно разделять ресурсы между командами и контролировать, кто и в каком объеме может выходить за свою базовую квоту.

Вывод

Все три решения умеют работать с очередями и приоритетами. Volcano и KAI Scheduler предлагают scheduler-native модель через собственный Queue. Kueue решает задачу в более Kubernetes-native стиле через admission control, ClusterQueue, LocalQueue и Cohort.

На этом критерии нельзя сказать, что один инструмент безусловно закрывает задачу, а остальные нет. Разница скорее в модели интеграции и в том, насколько глубоко планировщик сам участвует в принятии решений.

Topology-aware scheduling

Третья проверка — умеет ли планировщик учитывать топологию кластера.

Для обычного сервиса часто достаточно найти любую ноду с нужными ресурсами. Для распределенного AI workload этого мало. Если части одной задачи окажутся на узлах с плохой связностью, производительность может просесть настолько, что формально запущенная задача станет практически бесполезной.

Volcano

В Volcano для topology-aware scheduling используется концепция HyperNode.

HyperNode описывает зону производительности: набор узлов, между которыми есть предсказуемая и достаточно быстрая связь. Это может быть группа узлов внутри одного сетевого сегмента, группа серверов за одним коммутатором или другая логическая область, важная с точки зрения сетевой связности.

Пример манифестов HyperNode в Volcano

apiVersion: topology.volcano.sh/v1alpha1
kind: HyperNode
metadata:
     name: s4
spec:
     tier: 2
     members:
     - type: HyperNode
       selector:
          exactMatch:
               name: "s0"
     - type: HyperNode
        selector:
          exactMatch:
               name: "s1"
---
apiVersion: topology.volcano.sh/v1alpha1
kind: HyperNode
metadata:
     name: s0
spec:
     tier: 1
     members:
     - type: Node
       selector:
          exactMatch:
               name: "node-0"
     - type: Node
        selector:
          exactMatch:
               name: "node-1"

Несколько HyperNode могут объединяться в иерархию. Для этого используется tier: чем ниже значение tier, тем ближе гиперноды друг к другу и тем ниже ожидаемые задержки между узлами внутри этой зоны. На уровне VolcanoJob можно задавать максимальный tier для размещения. Так планировщик получает не только требование "найди мне GPU", но и ограничение по тому, насколько близко должны находиться узлы для распределенной задачи.

Топологию можно описывать вручную через метки на нодах. Для кластеров с InfiniBand или RoCE важнее другой вариант: Volcano может использовать autodiscovery через подключение к UFM, то есть Unified Fabric Manager от NVIDIA. Для нас это особенно важно, потому что в развитии Nova AI есть сценарии с RDMA, InfiniBand и RoCE.

Kueue

Kueue поддерживает topology-aware scheduling через ресурс Topology.

Пример манифеста Topology в Kueue

apiVersion: kueue.x-k8s.io/v1beta2
kind: Topology 
metadata:
     name: "default"
spec:
     levels:
     - nodeLabel: "cloud.provider.com/topology-block"
     - nodeLabel: "cloud.provider.com/topology-rack"
     - nodeLabel: "kubernetes.io/hostname"

С помощью меток на нодах можно описать физическое размещение узлов в датацентре и учитывать эту иерархию при размещении workload. Идея похожа: планировщик должен понимать, какие узлы ближе друг к другу, а какие находятся в разных зонах.

В сравнении с Volcano здесь для нас не хватало двух вещей: механики tier в том виде, в котором она есть у HyperNode, и autodiscovery топологии через UFM.

KAI Scheduler

KAI Scheduler использует по аналогии с Kueue CRD Topology, который также описывает физическое расположение нод через метки.

Пример манифеста Topology в Kai Scheduler

apiVersion: kai.scheduler/v1alpha1
kind: Topology
metadata:
     name: "cluster-topology"
spec:
     levels:
     - nodeLabel: "cloud.provider.com/topology-block"
     - nodeLabel: "cloud.provider.com/topology-rack"
     - nodeLabel: "kubernetes.io/hostname"

Для workload можно задавать правила размещения через аннотации kai.scheduler/topology-required-placement и kai.scheduler/topology-preferred-placement. Первая задает жесткие требования, вторая позволяет описать предпочтительное размещение через soft affinity.

Вывод

Все три решения могут учитывать топологию кластера. Но для нас Volcano оказался сильнее именно в деталях: HyperNode, tier и autodiscovery через UFM лучше ложатся на будущие сценарии Nova AI с RDMA, InfiniBand и RoCE.

Справедливое распределение ресурсов

Четвертая проверка — как планировщик не дает одной задаче или одной очереди забрать слишком большую долю кластера.

В AI/ML-кластере важно учитывать не один ресурс, а сразу несколько: CPU, память и GPU. Если смотреть только на GPU, можно получить перекос по CPU или памяти. Если смотреть только на CPU и память, можно плохо использовать видеокарты.

Volcano

Volcano реализует справедливое распределение через механизм Dominant Resource Fairness, или DRF.

DRF считает для каждой job ее dominant share: максимальную долю какого-либо ресурса относительно общего объема ресурсов в кластере. Например, если job использует небольшую долю CPU, но большую долю памяти, ее доминирующим ресурсом будет память.

При планировании Volcano отдает приоритет job с меньшим dominant share. Это помогает не допускать ситуации, когда одна задача забирает слишком большую долю дефицитного ресурса и мешает остальным workload.

Kueue

Kueue использует механизм Admission Fair Sharing.

Идея в том, чтобы учитывать историческое потребление ресурсов в рамках LocalQueue. Workload из очередей, которые потребляли меньше ресурсов, получают преимущество при допуске к запуску.

Также можно задавать веса для разных типов ресурсов. Это важно для GPU-кластеров, потому что одна GPU обычно ценнее одной единицы CPU или памяти, и планировщик должен уметь учитывать эту разницу.

KAI Scheduler

В KAI Scheduler справедливое распределение реализовано через Time Based Fairshare (очень похоже на механизм Admission Fair Sharing в Kueue).

Планировщик сохраняет исторические данные о потреблении ресурсов разными очередями в Prometheus. При запуске новых задач он учитывает, сколько ресурсов очереди потребляли за заданный период, и приоритизирует те, которые исторически получали меньше.

Если очередь долго находилась в нехватке ресурсов, она может получить преимущество перед очередями, которые уже активно использовали кластер.

Вывод

Все три планировщика решают задачу справедливого распределения, но делают это по-разному. Volcano использует DRF внутри scheduler, Kueue работает через admission fair sharing, KAI Scheduler опирается на историческое потребление и Prometheus.

С точки зрения результата все подходы направлены на одну цель: не дать одной очереди или одной job монополизировать ресурсы.

Динамическое дробление GPU

Последняя проверка для нас была самой прикладной: умеет ли планировщик помогать с дроблением GPU.

Это важный сценарий для платформы. Не все задачи требуют целую видеокарту. Часто workload нужен ограниченный объем видеопамяти и часть вычислительных ресурсов. Если выдавать под каждую такую задачу целую GPU, утилизация будет низкой.

Kueue

Kueue не предоставляет собственного механизма динамического дробления GPU на уровне планировщика.

Он может быть полезен для очередей, квот и admission control, но сам по себе не решает задачу выделения частей GPU под workload. Для нашего сравнения это важное ограничение.

KAI Scheduler

KAI Scheduler использует для GPU sharing механизм NVIDIA Time-Slicing.

Time-Slicing позволяет нескольким контейнерам разделять один физический GPU через быстрое переключение контекстов. Каждому процессу выделяется квант времени, а процессы выполняются по круговой схеме.

Плюс подхода в том, что он доступен почти на всех GPU NVIDIA, включая старые поколения. Это делает его универсальным и достаточно простым для включения.

Минус в отсутствии жесткой изоляции ресурсов. У workload нет гарантированной доли видеопамяти, процессы могут конфликтовать, а ошибки вроде out of memory придется контролировать на уровне приложения или дополнительной логики. Если контейнер получил доступ к GPU, он может запускать несколько процессов и использовать больше ресурсов, чем ожидалось.

Для некоторых сценариев этого достаточно. Но для production-нагрузок, где нужна предсказуемость, такой подход подходит не всегда.

Volcano

Volcano поддерживает более строгие механизмы совместного использования GPU: NVIDIA MIG и HAMi-Core.

MIG, или Multi-Instance GPU, — аппаратный механизм партиционирования. Он позволяет разделить один физический GPU на несколько независимых GPU-единиц с аппаратной изоляцией. Каждая часть получает выделенные вычислительные блоки, L2 cache, контроллеры памяти и отдельные пути к памяти.

Такой подход важен для production-сред, потому что одна задача не должна ломать соседнюю из-за неконтролируемого потребления видеопамяти. Ограничение MIG в том, что он поддерживается только на GPU новых поколений, начиная с архитектуры Ampere.

HAMi-Core работает иначе. Это библиотека libvgpu.so, которая внедряется в контейнеры с GPU-нагрузкой и располагается между CUDA Runtime и CUDA Driver. За счет LD_PRELOAD она загружается раньше CUDA-библиотек и перехватывает вызовы, связанные с выделением и освобождением памяти GPU, а также с использованием вычислительных блоков.

Такой подход реализует изоляцию на программном уровне и поддерживается всеми версиями видеокарт, потому что работает рядом с CUDA.

Вывод

По критерию динамического дробления GPU Volcano оказался для нас самым сильным вариантом. Kueue эту задачу не закрывает. KAI Scheduler использует Time-Slicing, но этот механизм не дает жесткой изоляции ресурсов. Volcano поддерживает MIG и HAMi-Core, поэтому лучше подходит для сценариев, где важны предсказуемость и стабильная работа нескольких workload на одном GPU.

Сводное сравнение

Если собрать все критерии в одну таблицу, получается такая картина.

Критерий	Volcano	Kueue	KAI Scheduler
Gang Scheduling	- PodGroup - minMember - minResources - интеграция с VolcanoJob	- all-or-nothing через - waitForPods Ready - timeout и requeue	- PodGroup - автоматическое создание через - PodGrouper
Очереди и приоритеты	- Queue - квоты, лимиты, иерархия - preempt - reclaim	- ClusterQueue - LocalQueue - Cohort - admission control	- Queue - quota - imit - overQuotaPriority - иерархия
Topology-aware scheduling	- HyperNode - tier - ручное описание и autodiscovery через UFM	Topology на основе меток нод	Topology, required/preferred placement через аннотации
Справедливое распределение	DRF внутри scheduler	Admission Fair Sharing	Time Based Fairshare с историей в Prometheus
Динамическое дробление GPU	MIG и HAMi-Core	Нет собственного механизма	NVIDIA Time-Slicing

Эта таблица не означает, что Volcano всегда лучше любого другого варианта, но для нашего набора требований Volcano закрывал больше критичных сценариев одновременно.

Почему мы выбрали Volcano

Для Nova AI нам был нужен планировщик, который закрывает не одну отдельную проблему, а всю цепочку задач вокруг GPU workload.

Нам нужен gang scheduling, потому что распределенный инференс и обучение нельзя запускать частями. Нужны очереди и приоритеты, потому что в одном кластере живут production-задачи, фоновые пайплайны и пользовательские эксперименты. Нужен topology-aware scheduling, потому что распределенные AI-задачи чувствительны к сетевой связности между узлами. Нужна справедливая модель распределения ресурсов, чтобы одна команда или одна крупная job не забирала кластер целиком. И нам нужно динамическое дробление GPU, потому что выдавать целую видеокарту каждой небольшой задаче неэффективно.

Volcano оказался инструментом, который закрывает все эти пять направлений.

Особенно важными для нас стали 2 пункта.

Первый — работа с топологией через HyperNode и autodiscovery через UFM. В Nova AI мы планируем развивать сценарии с RDMA, InfiniBand и RoCE, поэтому планировщик должен понимать не только количество GPU, но и то, как узлы связаны между собой.

Второй — дробление GPU через MIG и HAMi-Core. Для платформы, где одновременно работают разные ML- и AI-нагрузки, важна изоляция ресурсов..

Поэтому в Nova AI мы остановились на Volcano как на целевом планировщике для AI/ML-задач.

Что дальше

В этой статье мы разобрали сам выбор: почему стандартного планировщика Kubernetes недостаточно для AI/ML-нагрузок, какие проблемы появляются в GPU-кластере и как с ними справляются Volcano, Kueue и KAI Scheduler.

В следующей части логично перейти от сравнения к практике и разобрать Volcano изнутри: как устроены циклы планирования, что такое actions и plugins, как работают enqueue, allocate, preempt, reclaim и backfill, и как все это применяется в реальных сценариях Nova AI.

Планируем показать 3 кейса:

динамическое дробление GPU, где workload запрашивает не конкретный MIG-профиль, а нужный объем видеопамяти и вычислительных ресурсов;
распределенный инференс LLM через KubeRay, где Volcano помогает запускать head- и worker-поды как единую группу;
вытеснение низкоприоритетных задач, когда production-инференс должен получить GPU быстрее фоновой задачи.

Ставьте лайки и пишите комментарии, если эта статья была полезна и если желаете по-скорее увидеть вторую часть :)

Если вы запускаете AI/ML workload в Kubernetes, специализированный планировщик лучше закладывать в архитектуру заранее. На одном простом сервисе разница может быть незаметна. Но как только в кластере появляются очереди, распределенные модели и конкуренция за GPU, планирование становится отдельным инженерным слоем, от которого напрямую зависит утилизация и предсказуемость всей платформы.

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15 июл. 2026 г.

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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
15.06.26 16:34 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
15.06.26 16:41 Louane Mercier

It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).
15.06.26 16:45 Andrés Montero

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
15.06.26 16:48 Olivia Sørensen

Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.
15.06.26 16:51 Viljar Yohannes

I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.
15.06.26 16:58 Guimar da Rosa

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: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
16.06.26 11:40 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
16.06.26 11:43 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
16.06.26 13:37 Felix Steve

MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.
16.06.26 13:45 Wills ben

SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.
18.06.26 13:31 Noemi Bernard

I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146
18.06.26 13:35 Carter Morris

My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.
18.06.26 13:40 Kuybida Andriyiv

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.06.26 11:09 Maurizio Rolland

I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146
21.06.26 11:13 Buse Fahri

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
21.06.26 11:16 علیرضا گلشن

The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146
22.06.26 21:51 kimberlyhebert786

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
22.06.26 21:51 kimberlyhebert786

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
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 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
24.06.26 01:58 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
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 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
24.06.26 22:01 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
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 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
26.06.26 01:04 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
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
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

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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

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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

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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02.07.26 01:26 Clara Morin

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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

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

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

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09.07.26 19:13 Clara Soto

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12.07.26 03:30 Kora Baltacha

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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15.07.26 11:58 Lily Gagné

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:54 kimberlyhebertt6877

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