Kedis ku xidhan hagaha · Dhexdhexaad Heerka

Kediska Orchestration Kubeflow iyo ML Pipeline

Tijaabi qaybaha dhuumaha Kubeflow, KFP v2 ururinta, iyo go'aamada kaydinta, oo ay ku jiraan sida garaafyada ku-tiirsanaanta isu duwo culeyska shaqada Kubernetes.

Wadooyinka haga ee la xidhiidhaKubeflow iyo ML Pipeline Orchestration
Su'aal 1 ee 8

Waa maxay madal hoose oo Kubeflow ku socodsiiso socodka shaqada mashiinka barashada?

Horudhac su'aal kasta8 su'aalo

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

  1. Waa maxay madal hoose oo Kubeflow ku socodsiiso socodka shaqada mashiinka barashada?
    • Apache Hadoop
    • Kooxda Slurm-ka bir qaawan
    • Kubernetes
    • Mashiin kali ah
  2. Dhuumaha Kubeflow, sidee baa tallaabo kasta oo socodka shaqadu caadi ahaan loo baakadeeyay?
    • Sida qayb weelaysan oo ku dhex socota baal
    • Sida habraaca kaydsan ee kaydka xogta
    • Sida shaqo aan server lahayn oo CDN ah
    • Sida qoraal keli ah
  3. Qaab noocee ah ayaa dhuumaha Kubeflow adeegsada si ay u muujiyaan nidaamka iyo ku tiirsanaanta tillaabooyinka?
    • Liis siman ayaa la fuliyay kor ilaa hoos
    • Dhacdo wareeg ah
    • Qorshaha xiriirka
    • Garaaf acyclic toosan (DAG)
  4. Qaybtee Kubeflow u heellan tahay hagaajinta hyperparameterka tooska ah?
    • KServe
    • Katiib
    • MinIO
    • Argo
  5. With KFP caching enabled, why might a rerun reuse a previous component result?
    • A matching eligible execution already has cached outputs
    • KFP never executes a component more than once
    • KFP ignores every input change
    • KFP randomly chooses which pods to skip
  6. Waa kuwee qaybta Kubeflow ugu horrayn loo isticmaalo u adeegida moodooyinka tababaran ee fikradda?
    • Katiib
    • Adeegayaasha buug-yaraha
    • Argo CD
    • KServe
  7. A team adopts KFP v2. What does the normal compiler output represent?
    • A trained model checkpoint
    • A PipelineSpec serialized as Intermediate Representation YAML
    • A universal Argo Workflows specification for every KFP version
    • A SQL query plan for the artifact database
  8. A Kubeflow step reads a file overwritten at an unchanged URI. Why might its cache need to be disabled or the input version changed?
    • Kubernetes forbids external files
    • Every pipeline input is automatically content-hashed
    • The tracked input can stay the same while the file’s contents change
    • Caching always reruns components on every request