Kedis ku xidhan hagaha · Dhexdhexaad Heerka

Kubernetes ee ML Workloads Quiz

Codso meelaynta Kubernetes ML, agabka agabka GPU, iyo dulqaadka xun, oo ay ku jirto sababta tababarka loo qaybiyay ugu baahan yahay awooda ku haboon ee unug kasta.

Wadooyinka haga ee la xidhiidhaKubernetes ee culeyska shaqada ML
Su'aal 1 ee 8

Waa maxay shaqada aasaasiga ah ee jadwalka Kubernetes ee culeyska shaqada ML?

Horudhac su'aal kasta8 su'aalo

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

  1. Waa maxay shaqada aasaasiga ah ee jadwalka Kubernetes ee culeyska shaqada ML?
    • Qoritaanka xeerka tababarka ee saynisyahannada xogta
    • Go'aaminta noodhka kooxdu waxa ay waddaa qayb kasta oo weelaysan
    • Calaamadaynta xogta tababarka si toos ah
    • Doorashada qaab dhismeedka shabakada neerfaha
  2. Sidee ayuu Kubernetes caadi ahaan uga dhigaya GPU-yada mid la heli karo?
    • Iyada oo loo marayo plugins-yada qalabka xayeysiiya ilaha sida nvidia.com/gpu
    • Adigoo iimayl ugu diraya iibiyaha GPU shatiga
    • GPU-yada laguma isticmaali karo Kubernetes
    • Adigoo u beddelaya xudunta CPU ee GPU-yada wakhtiga runtime
  3. With a NoSchedule taint on a GPU node, what does a matching pod toleration do?
    • Forces the pod onto that node regardless of capacity
    • Changes the model’s optimizer
    • Allows the pod to be considered for that node without guaranteeing placement
    • Encrypts every GPU tensor
  4. Qalabkee ayaa ku daraya awoodaha gaarka ah ee ML sida hawl wadeenada tababarka qaybsan ee korka Kubernetes?
    • Microsoft Eray
    • Apache ee loogu adeegayo bogagga shabakadda ee taagan
    • Macro xaashida
    • Kubeflow
  5. Waa maxay sababta Kubernetes uu ugu habboon yahay culeysyada shaqada ee ML ee dillaacay?
    • Waxay jadwal u sameysaa shaqooyinka ilaha bilaashka ah waxayna sii daysaa qalabkaas marka ay shaqadu dhamaato
    • Waxay si joogto ah u xafidaysaa dhammaan GPU-yada hal isticmaale
    • Waxay ka hortagtaa shaqo kasta inay weligeed hoos u dhacdo
    • Waxa ay wadaa hal weel oo keliya koox kasta
  6. Waa maxay 'kala-soocidda dhibcaha dhamaadka eber' waxay uga dhigan tahay Kubernetes?
    • Tirtiridda qaabka si joogto ah
    • Dejinta saxnaanta boqolkiiba eber
    • Koobiyada eber ordaya marka aysan jirin wax taraafig ah, ka dibna kor u qaadaya codsiga xiga
    • Hoos u dhigista cabbirka moodeelka ilaa eber
  7. One ML pod requests four GPUs, while two nodes each have only two available. Can ordinary scheduling combine those nodes for that one pod?
    • Yes; every pod automatically spans all cluster nodes
    • Yes; the scheduler converts CPU cores into the missing GPUs
    • Only if the pod name contains the word distributed
    • No; the pod must fit on one eligible node
  8. An inference service scales to zero while idle. Which user-facing delay should its team test when traffic resumes?
    • The training-set labeling speed
    • Cold-start delay while a serving replica becomes ready
    • The file size of an unrelated notebook
    • The number of discarded vocabulary tokens