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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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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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04.08.26 11:05 Kisnoles

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