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Network Appliance NS0-901 問題集

NS0-901

試験コード:NS0-901

試験名称:NetApp Certified AI Expert Exam

最近更新時間:2026-06-28

問題と解答:全106問

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質問 1:
An AI infrastructure team is selecting a storage protocol for a new, high-performance computing (HPC) cluster that will be used for a weather modeling AI application. The application requires extremely high-throughput, parallel access from hundreds of compute nodes to a shared dataset.
The workload characteristics are as follows:
Access_Pattern: Massively parallel reads from many clients.
File_Type: Large, shared data files.
Latency_Sensitivity: High (for metadata operations).
Primary_Requirement: Maximum aggregate throughput.
Which storage protocol is best suited for this workload?
A. An object-based storage system using S3.
B. A parallel file system like BeeGFS or Lustre.
C. A block-based protocol using iSCSI.
D. A standard file-based system using NFS.
正解:B

質問 2:
A research lab uses a fleet of autonomous drones to collect high-resolution aerial imagery for agricultural analysis. The drones land at a remote edge location and offload their data. The AI models for image analysis are trained at a central data center. The team is using NetApp SnapMirror to replicate the data from the edge to the core. However, the data scientists are complaining that the datasets arriving at the data center are often incomplete or corrupted.
An administrator reviews the SnapMirror configuration and status via the BlueXP API:
{
"source": { "workingEnvironmentId": "OnPrem-Edge-Filer-1", "volumeName": "drone_data_raw" },
"destination": { "workingEnvironmentId": "Core-Datacenter-A800", "volumeName":
"drone_data_replicated" },
"mirrorState": "broken-off",
"relationshipStatus": "idle",
"unhealthyReason": "Transfer failed. Destination volume is out of space.", "lastTransferInfo": {
"transferError": "No space left on device"
}
}
What is the direct cause of the incomplete datasets at the data center?
A. The BlueXP Connector does not have the correct permissions to manage the SnapMirror relationship.
B. The SnapMirror relationship is broken because the destination volume at the core data center has run out of capacity.
C. The source volume at the edge location has become corrupted.
D. The network connection between the edge and the core is unreliable.
正解:B

質問 3:
The data pipeline that updates the vector database from the StorageGRID data lake fails. An MLOps engineer uses the BlueXP API to check the status of the copy and sync job responsible for moving new documents to a staging area for processing.
The API returns the following JSON response:
{
"id": "rel_5f8g7h2k",
"volumeName": "product_docs_source",
"svmName": "svm_datalake",
"relationshipStatus": "FAILED",
"s3Location": "s3://vector-staging-bucket/latest/",
"progress": 87,
"failureMessage": "Sync failed.
Target credentials invalid. Check permissions for data broker 'db-gcp-1' on target bucket 'vector- staging-bucket'."
}
Based on this output, what is the most direct cause of the pipeline failure?
A. The source StorageGRID system is offline.
B. The network connection between the data broker and the StorageGRID system is blocked by a firewall.
C. The BlueXP data broker service account or role lacks the necessary IAM permissions to write to the target S3 bucket.
D. The vector database embedding process has crashed.
正解:C

質問 4:
The pod running the vector database on the Kubernetes cluster fails to start. An MLOps engineer runs 'kubectl describe pod vector-db-pod-0' and sees the following event message:
Events:
Type Reason Age From Message
- - - -
Warning FailedScheduling 30s default-scheduler 0/8 nodes are available: 8 node(s) did not match pod anti-affinity rules.
The pod's manifest contains the following 'affinity' definition:
affinity:
podAntiAffinity:
requiredDuringSchedulingIgnoredDuringExecution:
- labelSelector:
matchExpressions:
- key: app
operator: In
values:
- vector-db
topologyKey: "kubernetes.io/hostname"
What is the most likely reason the pod cannot be scheduled?
A. The PersistentVolumeClaim for the pod is in a 'Pending' state.
B. The 'topologyKey' is invalid; it should be 'failure-domain.beta.kubernetes.io/zone'.
C. The 'vector-db-pod-0' is requesting more GPU resources than are available on any node.
D. The pod's anti-affinity rule prevents it from being scheduled on any node that is already running another pod with the label 'app=vector-db'.
正解:D

質問 5:
What is the primary architectural advantage of using a NetApp AIPod with NVIDIA DGX servers for the AI training cluster, as described in the scenario?
A. It exclusively uses object storage, which simplifies access for data scientists using S3-native tools.
B. It is a reference architecture that is pre-validated by NetApp and NVIDIA to eliminate design complexity and ensure predictable performance for AI workloads.
C. It prioritizes CPU performance over GPU performance for traditional machine learning algorithms.
D. It is designed for small-scale, departmental AI projects and cannot be scaled.
正解:B

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Network Appliance NetApp Certified AI Expert 認定 NS0-901 試験問題:

1. In the data pipeline, which NetApp technology is used to create an efficient, block-level, incremental replication of the anonymized datasets from the on-premises ASA to the Cloud Volumes ONTAP instance in Azure?

A) NetApp SnapMirror
B) NetApp BlueXP copy and sync
C) NetApp XCP
D) NetApp FabricPool


2. The firm's CFO is concerned about the rising costs of the on-premises AI infrastructure. A storage utilization report shows that of the 200 TB of data on the high-performance AFF A-Series, 150 TB consists of inactive, older versions of product documents that are rarely accessed but must be kept online for regulatory reasons.
The current storage landscape is:
- Performance Tier: NetApp AFF A-Series (200 TB used)
- Capacity Tier: NetApp StorageGRID (1.5 PB used)
What is the most effective and automated solution to reduce the storage cost of the performance tier without impacting data accessibility?

A) Manually identify and delete the 150 TB of inactive data from the AFF A-Series.
B) Use NetApp SnapMirror to replicate the entire 200 TB volume to the StorageGRID system and then delete the source.
C) Implement NetApp FabricPool to automatically tier the inactive data blocks from the AFF A-Series to the StorageGRID system.
D) Purchase an additional, larger AFF A-Series system to gain better storage efficiency through deduplication.


3. A training job on one of the NVIDIA DGX servers is running slowly. A performance engineer runs the 'dstat' command on the server and captures the following output during the job execution.
-total-cpu-usage- -dsk/total- -net/total- paging-- system-- usr sys idl wai hiq siq| read writ| recv send| in out | int csw 15 5 70 10 0 0| 1.2G 15.0M| 1.2G 12.0M| 0 0 | 15k 35k
14 6 69 11 0 0| 1.2G 14.3M| 1.2G 11.8M| 0 0 | 14k 33k
16 5 68 11 0 0| 1.2G 16.1M| 1.2G 13.1M| 0 0 | 16k 36k
The server is connected to the NetApp ASA via a 100GbE (12.5 GB/s) network.
What is the most likely performance bottleneck based on this data?

A) The storage system (ASA) is unable to provide sufficient read throughput.
B) The server's network interface is saturated.
C) The server's CPU is overloaded.
D) The application is experiencing excessive memory paging.


4. An internal audit requires the firm to prove the exact state of the financial product documentation that was used by the chatbot to answer a specific query from last Tuesday. The query log shows the request was processed at '2025-07-11T14:30:00Z'. The data pipeline that updates the vector database runs daily at midnight.
Which NetApp technology allows the team to instantly access an immutable, point-in-time version of the vector database volume as it existed on that specific day?

A) NetApp SnapMirror
B) NetApp FlexClone
C) NetApp Snapshots
D) NetApp FabricPool


5. A data scientist is working on a new model and needs a flexible environment for interactive data exploration, code development, and quick visualizations. A DevOps engineer is responsible for deploying the finalized model into a production pipeline that must run automatically every night without manual intervention.
Which tools are best suited for each of these roles?

A) The data scientist should use a Jupyter Notebook, and the DevOps engineer should use an automated production pipeline (e.g., Kubeflow Pipelines, Airflow).
B) Both the data scientist and the DevOps engineer should use automated production pipelines.
C) Both the data scientist and the DevOps engineer should use Jupyter Notebooks.
D) The data scientist should use a production pipeline, and the DevOps engineer should use a Jupyter Notebook.


質問と回答:

質問 # 1
正解: A
質問 # 2
正解: C
質問 # 3
正解: B
質問 # 4
正解: C
質問 # 5
正解: A

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