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DRAматургия GPU в Kubernetes: зачем нужен DRA, если Device Plugin работает? Разбираем грабли AI-инфраструктуры

Device Plugin честно отработал свою эпоху: он научил Kubernetes видеть GPU и выдавать их подам. Но с AI‑бумом GPU превратились в общий ресурс для десятков команд. Тут уже не «лишь бы запустилось», а нужны жёсткая изоляция, топология и утилизация. Старая модель упёрлась в потолок. Чтобы обойти её ограничения, команды вынуждены городить поверх «второй Kubernetes». А это дорого, часто ломается и плохо масштабируется.

Именно поэтому индустрия смотрит на DRA (Dynamic Resource Allocation). Это встроенный в Kubernetes механизм (начиная с версии 1.35 включён по умолчанию), который зашивает всю сложную логику выделения устройств и управления ими прямо в ядро, чтобы вместо конструктора из сторонних инструментов получать единый, предсказуемый API.

В статье разбираем, почему старые методы уже не тянут современные AI‑нагрузки, на какие грабли уже наступили команды в реальном проде и зачем понимать, как устроен DRA, даже если переходить на него пока нет в планах.

Привет, Хабр! Я Александр Подмосковный, менеджер продукта в команде Deckhouse Kubernetes Platform, где развиваю направление ML/AI. В коммерческой разработке с 2011 года, с 2020 года плотно занимаюсь DevOps и Kubernetes, а с 2024 года — ещё и инфраструктурой для AI. Сейчас меня больше всего затягивает стык трёх направлений: надёжной инфраструктуры, инференс-сервисов и прикладных AI‑сценариев, которые должны не просто красиво выглядеть на демо, а нормально жить в production.

f3e35494f3a92cfe7640c7597655ad15.png

Как обычно всё начинается: «дай мне один GPU, и поехали»

Типичная точка входа в Kubernetes‑GPU выглядит так:

  1. Устанавливается NVIDIA device plugin (часто через GPU Operator, реже руками).

  2. В манифесте пода добавляется resources.limits: nvidia.com/gpu: 1.

  3. Под уезжает на GPU‑узел и внутри контейнера появляется доступ к устройству.

Пример (минимальный, чтобы проверить, что вообще работает):

apiVersion: v1
kind: Pod
metadata:
  name: gpu-smoke
spec:
  restartPolicy: Never
  containers:
  - name: cuda
    image: nvcr.io/nvidia/k8s/cuda-sample:vectoradd-cuda12.5.0
    resources:
      limits:
        nvidia.com/gpu: 1
  tolerations:
  - key: nvidia.com/gpu
    operator: Exists
    effect: NoSchedule

На этом этапе кажется, что вопрос интеграции GPU в Kubernetes закрыт. И для множества сценариев так и есть.

Но дальше начинается жизнь: больше команд, больше разнородных нагрузок, больше требований к изоляции, стабильности, предсказуемости и вопросу «Почему именно эта GPU, а не любая другая?».

Теперь умножим это на прод: коммунальный H100‑кластер

Чтобы не обсуждать DRA абстрактно, дальше я буду использовать один и тот же пример. Он типичен не потому, что «модно», а потому, что именно так сейчас выглядит реальность многих AI‑контуров.

Представим коммунальный кластер:

  • 8 GPU-узлов;

  • на каждом по 8×NVIDIA H100;

  • итого 64 GPU;

  • и все они общие — не под одну команду, а под несколько команд и классов нагрузок. H100 здесь не случайный выбор: это один из самых распространённых вариантов для тяжёлых AI‑задач.

Внутри этого кластера почти всегда живут три разных мира.

1. Продовый инференс

Первый — сервисы, которые держат продовый трафик: vLLM, Triton, свои inference-воркеры, LLM‑API, embedding/rerank, мультимодальные сервисы. Для больших моделей нормальным паттерном становится «одна реплика — один узел целиком»: 8 GPU на узле, tensor-parallel-size=8, предсказуемая латентность и меньше сюрпризов с размещением. vLLM прямо описывает это в документации: он поддерживает tensor parallel и multi-node inference, а типовой способ думать о конфигурации — брать tensor parallel size равным числу GPU в узле.

Условный фрагмент такого сервиса:

apiVersion: apps/v1
kind: Deployment
metadata:
  name: llm-prod
  namespace: inference-prod
spec:
  replicas: 2
  selector:
    matchLabels:
      app: llm-prod
  template:
    metadata:
      labels:
        app: llm-prod
    spec:
      nodeSelector:
        node-role/gpu: ""
      tolerations:
      - key: node-role
        operator: Equal
        value: gpu
        effect: NoSchedule
      containers:
      - name: vllm
        image: vllm/vllm-openai:latest
        args:
        - "--model"
        - "meta-llama/Llama-3.1-70B-Instruct"
        - "--tensor-parallel-size"
        - "8"
        - "--max-model-len"
        - "8192"
        resources:
          limits:
            nvidia.com/gpu: 8
            cpu: "16"
            memory: "128Gi"

Смысл здесь простой: инференс здесь не «пилот», а сервис, и он очень не любит сюрпризы.

2. ML-обучение и эксперименты

Второй мир — обучение. Там вполне нормальный запрос звучит так: нужно 32 GPU на четырёх узлах по 8, и желательно, чтобы они стартовали вместе, а не по частям.

Условный train job выглядит примерно так:

apiVersion: apps/v1
kind: StatefulSet
metadata:
  name: train-llm
  namespace: ml-train
spec:
  serviceName: train-llm
  replicas: 4
  podManagementPolicy: Parallel
  selector:
    matchLabels:
      app: train-llm
  template:
    metadata:
      labels:
        app: train-llm
    spec:
      nodeSelector:
        node-role/gpu: ""
      tolerations:
      - key: node-role
        operator: Equal
        value: gpu
        effect: NoSchedule
      containers:
      - name: trainer
        image: nvcr.io/nvidia/pytorch:24.12-py3
        command: ["bash","-lc"]
        args:
        - |
          torchrun \
            --nnodes=4 \
            --nproc_per_node=8 \
            --rdzv_backend=c10d \
            --rdzv_endpoint=train-llm-0.train-llm:29500 \
            train.py
        resources:
          limits:
            nvidia.com/gpu: 8
            cpu: "32"
            memory: "256Gi"

И тут начинается тонкая материя: без gang scheduling и отдельного взгляда на batch‑нагрузки такая история легко превращается в ситуацию, когда часть подов уехала, часть ждёт, ресурсы фрагментировались, а соседи недовольны. Поэтому рядом с GPU‑экосистемой почти всегда всплывают batch‑шедулеры и очереди. Volcano, например, прямо позиционируется как Kubernetes‑native batch scheduling system для AI/ML/HPC‑нагрузок.

3. «Мелочь», которая в сумме съедает половину кластера

Третий слой — то, что по отдельности кажется второстепенным, но в сумме даёт самую неприятную боль по утилизации:

  • короткие CUDA‑тесты и CI‑задачи (Jobs);

  • профилировщики и утилиты;

  • небольшие inference‑сервисы вроде embeddings, rerank, STT/TTS, которым часто не нужен целый H100;

  • спорадические нагрузки: «сейчас нужно 5 минут, потом исчезаю».

Если под такие задачи выделять по целой GPU, утилизация почти гарантированно падает: дорогие ресурсы простаивают. И вопрос о переходе на DRA перестаёт быть теоретическим — он становится вопросом денег, SLO и нервов команды.

Схема коммунального GPU-кластера
Схема коммунального GPU-кластера

device plugin — это контракт между kubelet и драйвером устройства

Перед разговором про DRA полезно честно разложить, что делает device plugin.

Kubernetes device plugin — это фреймворк расширения kubelet, который позволяет подключить к узлу внешний процесс (обычно в виде DaemonSet) и через него:

  • обнаруживать устройства;

  • сообщать kubelet о доступных устройствах и их состоянии;

  • отвечать на запрос kubelet на выделение конкретных устройств для контейнера (Allocate).

И ключевой момент здесь такой: device plugin работает на уровне kubelet, а не scheduler. Планировщик видит только абстракцию вида «на этом узле есть nvidia.com/gpu: 8». Всё реальное устройство‑специфичное распределение и подготовка происходят уже на узле. Это и есть базовая логика работы device plugin framework.

Схема потока «Pod запросил GPU»
Схема потока «Pod запросил GPU»

На схеме:

  • PodSpec с limits nvidia.com/gpu=1;

  • планировщик выбирает узел по целочисленному ресурсу;

  • kubelet на узле вызывает Allocate у device plugin

  • плагин возвращает параметры: какие устройства примонтировать, какие переменные окружения установить, какие девайсы пробросить;

  • runtime (containerd или CRI‑O) запускает контейнер с подготовленными ресурсами.

Как device plugin работает технически (сокеты, gRPC, kubelet)

Ниже — то место, где можно читать с кофе, а можно пролистывать. Но оно критически помогает понять, почему некоторые вещи не решаются простыми настройками.

Сокеты, gRPC‑методы, обработка рестартов kubelet

Где это живёт на узле

Kubelet использует директорию/var/lib/kubelet/device-plugins/.

В неё device plugin кладёт свой Unix‑socket, и туда же kubelet поднимает свой socket для регистрации. Документация Kubernetes прямо описывает workflow так:

  1. Device plugin запускает gRPC‑сервис и создаёт Unix‑socket под /var/lib/kubelet/device-plugins/

  2. Затем регистрируется в kubelet через socket /var/lib/kubelet/device-plugins/kubelet.sock

На практике у NVIDIA device plugin можно увидеть .../nvidia-gpu.sock. Пример и логи есть даже в прикладных гайдах по запуску GTA-VC в кубере (я тоже так делал, поэтому не мог обойти увлекательную статью).

Команды для самопроверки на узле:

[root@dkp-ce-w3-gpu ~]# sudo ls -la /var/lib/kubelet/device-plugins/
total 12
drwxr-xr-x.  2 root root 4096 Feb 18 14:14 .
drwx------. 10 root root 4096 Feb 18 14:15 ..
-rw-------.  1 root root 1371 Feb 18 14:14 kubelet_internal_checkpoint
srwxr-xr-x.  1 root root    0 Jan 29 11:28 kubelet.sock
srwxr-xr-x.  1 root root    0 Feb 15 10:10 nvidia-gpu.sock
[root@dkp-ce-w3-gpu ~]# sudo ss -xl | grep device-plugins
u_str LISTEN 0      1000                                         /var/lib/kubelet/device-plugins/kubelet.sock 530382               * 0

Какие gRPC-методы есть у device plugin

В документации Kubernetes приведён интерфейс DevicePlugin, который включает (суть):

  • GetDevicePluginOptions() — какие опции и возможности у плагина;

  • ListAndWatch() — потоковая передача списка устройств и их состояния;

  • Allocate() — вызывается при создании контейнера, чтобы сделать девайс доступным;

  • опционально GetPreferredAllocation() и PreStartContainer().

И отдельно kubelet экспортирует Registration‑сервис с методом Register(), через который plugin «представляется» системе.

Важно, что Kubernetes отдельно подчёркивает порядок действий: сначала plugin должен начать обслуживать gRPC-запросы и только потом регистрироваться.

Что делает kubelet при рестарте

Один из самых недооценённых моментов: при старте kubelet удаляет существующие Unix‑сокеты под /var/lib/kubelet/device-plugins, и plugin должен это пережить и перерегистрироваться. Это явно описано в документации как ожидаемое поведение.

Отсюда вытекает практический вывод: ситуации вроде «обновили kubelet/узел/CRI — и вдруг пропали GPU» часто упираются не в мистику, а в очень конкретный жизненный цикл сокетов, регистрации и совместимости компонентов.

Почему ощущение, что device plugin уже не справляется, стало массовым

Сам по себе device plugin не плохой. Он честно решает задачу эксклюзивного выделения device‑единицы.

Проблема в том, что реальные ожидания от GPU в кластере за последние годы с бумом ИИ сильно изменились:

  • GPU перестали быть редким узлом под один эксперимент.

  • GPU стали частью продуктовых платформ (инференс, batch, аналитика, R&D‑песочницы).

  • Возникла потребность делить, изолировать нагрузки, совмещать с сетями/топологией и проводить обслуживание без сбоев.

И тут мы приходим к главному: в Kubernetes с device plugin устройство остаётся «extended resource», то есть внешней сущностью, где платформа знает только число и имя ресурса, но не понимает, что именно внутри.

GPU как extended resource: целые числа и жёсткий контракт

На уровне Kubernetes nvidia.com/gpu — это extended resource. И у этой модели есть важные ограничения.

Для GPU Kubernetes прямо говорит:

  • можно указать limits без requests, и тогда limits будут считаться как requests;

  • если указываете и requests, и limits, они должны совпадать;

  • requests без limits для GPU указывать нельзя.

А для extended resources в целом устройство живёт как целочисленный ресурс, который нельзя выделять больше, чем есть физически, и нельзя делить между контейнерами. Это тоже важный пункт в документации device plugin.

В нашем коммунальном примере это проявляется мгновенно:

  • продовый vLLM забирает узлы целиком, потому что так проще жить;

  • обучение просит «пачку GPU» и хочет, чтобы эта пачка приехала целиком;

  • а «мелочь» начинает жечь по одной GPU на узел либо нужно идти настраивать разделение ресурсов.

Квоты на таком ресурсе тоже выглядят поштучно. Официальная документация по ResourceQuota даже приводит пример именно для requests.nvidia.com/gpu:

apiVersion: v1
kind: ResourceQuota
metadata:
  name: quota-gpu
spec:
  hard:
    requests.nvidia.com/gpu: "4"

Это иллюстрирует тот самый целочисленный контракт для extended resources.

И вот тут появляется первая платформенная боль: есть задачи, которым нужен не целый (1) GPU, а его кусочек.

Kubernetes в модели device plugin не умеет отдавать «кусочки». Поэтому индустрия пошла в костыли: time‑slicing, MPS, MIG, MxGPU, SR-IOV, vGPU‑плагины, кастомные шедулеры.

Популярные практики и инструменты 2025–2026: как команды реально делят GPU

После честного разбора device plugin обычно наступает момент, когда хочется спросить про то, как тогда жить в проде. Потому что прод приносит две вещи:

  1. Неравномерные нагрузки и желание утилизировать GPU плотнее.

  2. Требования не просто дать N GPU, а дать правильные GPU — с нужной памятью, режимом, топологией, иногда вообще в связке с сетью.

И вот здесь начинается набор практик, каждая из которых полезна, но каждая же увеличивает сложность общей системы.

Практика 1. GPU Operator, потому что device plugin — это только верхушка

Многие начинают с установки device plugin, полагая, что этого достаточно. А потом выясняется, что GPU в Kubernetes обычно включает пачку вещей: драйвер, container runtime hooks, мониторинг, MIG‑менеджер, NFD‑лейблы. Пока всё стабильно, масштаб этого айсберга не видно; первый же сбой или нетипичный сценарий быстро показывает, что device plugin — это только его верхушка.

Это хорошо видно на практике: есть случаи, где после обновления кластера приходится собирать полноценный GPU‑контур.

Есть и обратные кейсы: команды упираются в ограничения GPU Operator (например, необходимость интернета, ограниченная кастомизация) и сознательно идут в ручную сборку или собственную автоматизацию.

Мораль

device plugin решает задачу выделения GPU, но не закрывает жизненный цикл инфраструктуры на узле.

Практика 2. Time‑slicing: создаём видимость, что GPU больше, чем есть

Это очень распространённый путь быстро поделить один GPU между несколькими workload. Его часто выбирают, когда:

  • есть много небольших задач;

  • нужно больше параллельности по времени, чем по устройствам.

По факту несколько подов делят один и тот же физический GPU по времени, без аппаратной изоляции памяти.

Как это устроено в Kubernetes

Технически это реализуется через конфигурацию NVIDIA device plugin: надо задать, сколько реплик сделать для ресурса, и device plugin начинает публиковать в kubelet/NodeStatus увеличенную ёмкость.

Пример:

apiVersion: v1
kind: ConfigMap
metadata:
  name: gpu-sharing
  namespace: gpu-operator
data:
  config.yaml: |-
    version: v1
    sharing:
      timeSlicing:
        resources:
          - name: nvidia.com/gpu
            replicas: 4

Дальше этот ConfigMap подключается в конфигурацию device plugin (в случае GPU Operator это делается через ClusterPolicy). В результате kubelet начинает показывать, что GPU стало больше.

Как проверить:

  • kubectl describe node <gpu-node> и смотрим Capacity/Allocatable по nvidia.com/gpu.

  • Запускаем несколько подов, каждый просит 1 GPU, и убеждаемся, что они реально попадают на один и тот же узел и стартуют параллельно.

Грабли, которые обычно всплывают:

1. Нет изоляции памяти и изоляции сбоев (fault isolation). Это официально указано как ограничение: time‑slicing даёт разделение по времени, но не делает из GPU много маленьких независимых GPU в аппаратном смысле.

2. Запрос нескольких долей GPU не гарантирует пропорциональной мощности. Не обязательно. Если вы запросите, например, две time‑sliced-карты, это не значит, что вы получите ровно вдвое больше ресурсов.

3. Проблемы с метриками. Стандартный DCGM Exporter в схеме time‑slicing не умеет корректно разбивать нагрузку по контейнерам. Привычные графики «сколько GPU потребляет этот под» здесь будут работать с погрешностью или вообще не отобразят реальное потребление.

4. Изменения конфигурации не всегда подхватываются автоматически. GPU Operator не мониторит автоматически изменения в ConfigMap с конфигом device plugin. На практике часто приходится перезапускать DaemonSet device plugin.

Практика 3. MIG: аппаратная нарезка с тяжёлым жизненным циклом

MIG (Multi‑Instance GPU) часто встречают с облегчением: ну наконец-то нормальная изоляция. И действительно, аппаратная нарезка даёт более предсказуемые границы.

Но за изоляцию платят эксплуатацией:

  • конфигурация MIG должна быть применена на узле;

  • нужно следить, чтобы она совпадала с ожидаемой моделью ресурсов в Kubernetes;

  • в зависимости от сценария может потребоваться reset/reconfigure, что плохо сочетается с работающим продовым инференсом.

И вот здесь начинается любимая часть инженера, который любит смотреть, как оно реально сделано в Open Source.

Если в кластере используется NVIDIA GPU Operator, то ключевой персонаж тут — MIG Manager.

Он:

  • следит за лейблом nvidia.com/mig.config на узле;

  • при изменении лейбла останавливает GPU‑поды;

  • при необходимости останавливает и хостовые GPU‑клиенты;

  • применяет новую геометрию MIG (через mig-parted);

  • иногда может потребовать перезагрузить узел;

  • только потом возвращает экосистему в «Готово к работе».

Типичный триггер выглядит так:

kubectl label node <node> nvidia.com/mig.config=all-1g.10gb --overwrite

А состояние удобно смотреть по nvidia.com/mig.config.state (pending/rebooting/success/failed).

Почему это многим кажется тяжёлым (и да, там есть kubectl в контейнере):

1. MIG Manager в GPU Operator — это DaemonSet, который запускается привилегированно, с hostPID/hostIPC, монтирует host filesystem и выполняет скрипт из ConfigMap как entrypoint.

В манифесте прямым текстом видно, что контейнер стартует /bin/entrypoint.sh, а сам entrypoint.sh монтируется из ConfigMap nvidia-mig-manager-entrypoint через subPath.

То есть да: логика управления MIG в значимой части живёт в shell‑скрипте, приехавшем через ConfigMap в под.

2. В образ mig‑manager кладут kubectl. Это видно по слоям образа на Docker Hub: там есть копирование kubectl в /usr/bin/kubectl.

Иногда это удобно, но порой выглядит как типичный опенсорсный компромисс: контроллер собирают из готовых скриптов и утилит, чтобы закрыть задачи жизненного цикла, которые Kubernetes пока не умеет описывать нативно.

3. Есть реальные эксплуатационные нюансы на уровне ConfigMap. В issues GPU Operator встречается сценарий, когда поменяли custom MIG configmap, а внутри mig‑manager всё ещё старое содержимое, потому что в поде примонтирован старый файл.

Это не критично, но очень характерно: управление железом происходит через контроллер, который сам по себе живёт как набор манифестов и скриптов, и это надо учитывать в процессах обновления.

Грабли, которые важно проговорить:

1. MIG‑переконфигурация требует остановить пользовательские нагрузки. Это официальное требование: при нарезке/перенарезке нельзя оставлять активные workload’ы на тех GPU, которые затрагиваются. Иногда ещё и ребут нужен, поэтому узел стоит cordon’ить заранее.

2. Реальные баги драйверов. В документации GPU Operator зафиксирована проблема для некоторых версий драйвера 570: на узлах, где одновременно используются MIG‑слайсы и «цельные» GPU, задачи могут зависать в состоянии Pending. Как обходное решение предлагается временно откатиться на более старую версию драйвера.

3. Чем глубже топология, тем выше цена ошибки. Если делать MIG на лету, важно точно понимать: кто имеет право менять геометрию, когда, по каким правилам и что происходит с уже запущенными задачами.

Практика 4. vGPU в Kubernetes: «железная» и «софтверная» реальности

Термин vGPU в инфраструктуре часто используют как зонтик, но в Kubernetes под ним обычно встречаются два разных мира.

4.1 NVIDIA vGPU (как продукт для виртуализации)

Это решение ориентировано в первую очередь на виртуальные машины, например KubeVirt, и требует отдельного лицензирования, что усложняет деплой и не является Kubernetes-native. Важно: даже в документации по time‑slicing упоминаются сценарии, где решение может работать ВМ с NVIDIA vGPU.

Для Kubernetes‑платформы это обычно означает запуск кластера внутри виртуальной машины с размеченными как vGPU ресурсами, что влечёт за собой отдельную ветку требований и поддержки.

4.2 vGPU для контейнеров в продакшене: Volcano + HAMi (hami‑core / Dynamic MIG)

Если речь идёт о решениях для разделения GPU между подами в кластерах, на практике часто выбирают связку HAMi с планировщиком — Volcano или KAI-Scheduler.

Volcano описывает две модели виртуализации GPU:

  • HAMI‑core — программная виртуализация на уровне CUDA API hijacking, VCUDA‑подход;

  • Dynamic MIG — динамическое создание MIG‑инстансов.

Это уже выходит за рамки обычного device plugin. Там появляются:

  • отдельный планировщик (Volcano);

  • свои extended resources (volcano.sh/vgpu-*);

  • свой механизм распределения виртуализированных ресурсов GPU.

Пример:

apiVersion: v1
kind: Pod
metadata:
  name: vgpu-demo
  annotations:
    volcano.sh/vgpu-mode: "hami-core"
spec:
  schedulerName: volcano
  containers:
    - name: cuda
      image: nvidia/cuda:12.4.1-base-ubuntu22.04
      command: ["bash","-lc","nvidia-smi && sleep 3600"]
      resources:
        limits:
          volcano.sh/vgpu-number: "1"
          volcano.sh/vgpu-cores: "50"
          volcano.sh/vgpu-memory: "8192"

Грабли vGPU‑мира:

1. Это уже другая экосистема, а не пара YAML-файлов. Volcano требует своего планировщика и конфигурации.

2. Настройки и эксплуатация. В статье про Volcano есть конкретная боль: попытка настроить vGPU-плагин через конфиг‑файл не работает, потому что device plugin читает только параметры командной строки.

3. Конфликты плагинов на узле. В той же статье отдельно упоминается, что на узле обычно рекомендуют запускать один GPU device plugin, иначе они начинают конфликтовать.

Практика 5. Топология: когда любой GPU уже не подходит

Следующий класс проблем появляется, когда важны не только количество GPU, но и то, какие именно у нас GPU:

  • две карты должны быть связаны через NVLink;

  • две карты должны быть в одной NUMA‑области;

  • нужен конкретный SKU;

  • вместе с GPU нужен конкретный NIC под RDMA;

  • нужно избежать конфликтов по PCIe‑топологии.

Device plugin частично может отдавать topology hints (NUMA‑аффинити) и Kubernetes умеет работать с этим через Topology Manager, это описано в документации. Но «частично» здесь ключевое слово: это не превращается автоматически в удобный язык требований для пользователя.

И в итоге команды снова оказываются в знакомой зоне:

  • лейблы/taints на узлах;

  • nodeAffinity;

  • отдельные пулы узлов;

  • кастомные планировщики;

  • ручная проверка, что NVLink есть, с последующей фиксацией конфигурации.

И это второй большой слой причин в пользу перехода к DRA: хочется описывать потребность в терминах устройства и его атрибутов, а не гадать, на каких именно узлах находится подходящее железо.

Эксплуатация: плагин установлен, но GPU внезапно исчезают

Операционный слой часто оказывается самым болезненным местом. Kubernetes ожидает, что device plugin корректно переживает рестарты kubelet, перерегистрируется, отслеживает сокеты. Но на практике обновления идут непрерывным потоком:

  • kubelet;

  • containerd/CRI‑O;

  • kernel;

  • драйверы NVIDIA;

  • container toolkit;

  • операторы;

  • политики безопасности.

И где-то в этом стеке может быть несовместимость, скрытый баг или просто некорректный порядок обновления. В итоге требования к платформе смещаются от простого запуска пода с GPU к более строгим условиям:

  • устройство подготовлено и проверено до начала работы;

  • ресурсы выделяются детерминировано;

  • состояние драйверов и железа полностью наблюдаемо;

  • существует понятный механизм вывода узлов в обслуживание;

  • обновления перестают превращаться в лотерею.

Всё это уже выходит за рамки исходной задумки device plugin.

Итоги: где device plugin хорош, а где начинаются разDRAжения

Если коротко (но честно):

Device Plugin отлично справляется с тремя задачами:

  • эксклюзивная выдача целых устройств на конкретном узле;

  • вендор‑специфичная подготовка в Allocate (если плагин это реализует);

  • сигнализация о здоровье устройств и их базовая видимость для kubelet.

Device Plugin системно упирается в потолок, когда появляются следующие требования:

  • гибкое и предсказуемое разделение устройств вместо настройки реплик;

  • описание запросов в терминах атрибутов (SKU, память, топология, fabric‑attached и т. д.);

  • управление жизненным циклом устройства как полноценным объектом платформы;

  • унифицированная модель для разных типов устройств (GPU, сетевые адаптеры, FPGA) и вендоров.

Ощущение, что device plugin перестал быть достаточным, возникает не потому, что он сломался, а потому, что индустрия перестала использовать его по изначальному назначению.

И вот тут появляется DRA.

Продолжение следует

Скоро выйдет материал, в котором я расскажу, что именно Kubernetes добавил вместе с DRA, почему в документации DRA уже отмечен как stable (и включён по умолчанию) начиная с Kubernetes 1.35 и какие части DRA сейчас в каком состоянии по версиям (потому что там действительно много фич и не все они одинаково зрелые).

P. S.

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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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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  • 30.07.26 00:04 Ahmed

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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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  • 23.08.26 20:02 leslieyee

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  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 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

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