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| Section | Weight | Objectives |
|---|
| Topic 1: Integration with Data Center Infrastructure | 20% | - HPE OneView management and automation - Networking and storage integration - Security, compliance and data protection
|
| Topic 2: Implementation and Lifecycle Management | 15% | - Upgrade, maintenance and monitoring - Deployment planning and validation
|
| Topic 3: Customer Success and Solution Optimization | 10% | - Troubleshooting and continuous improvement - Solution demonstration and value justification
|
| Topic 4: HPE Compute Architecture and Technologies | 25% | - Virtualization and container integration - HPE ProLiant, Apollo and Superdome Flex platforms - Compute component selection: processors, memory, storage, accelerators
|
| Topic 5: Solution Design for Enterprise Workloads | 30% | - Scalability, availability and performance optimization - Requirements analysis and environment assessment - Design for AI, HPC and mission-critical workloads
|
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HP Advanced HPE Compute Architect Solutions Written Exam Sample Questions (Q67-Q72):
NEW QUESTION # 67
A customer has policies requiring the removal of sensitive information from AI fine-tuning data.
Which solution will help them address this need?
- A. Ray Tune
- B. NVIDIA NeMo Curator
- C. NVIDIA NeMo Evaluator
- D. Kubeflow Katib
Answer: B
Explanation:
NVIDIA NeMo Curator is used for data curation and preprocessing, including PII/sensitive-data identification and removal before data is used for training or fine-tuning. Katib and Ray Tune are for HPO, while NeMo Evaluator evaluates model quality.
Reference: https://docs.nvidia.com/nemo-framework/user-
guide/25.04/datacuration/personalidentifiableinformationidentificationandremoval.html
NEW QUESTION # 68
A customer runs latency-sensitive network functions in virtual machines and reports that the hypervisor virtual switch adds unacceptable overhead.
What should you recommend?
- A. Enable jumbo frames on the virtual switch uplinks
- B. Increase the number of vCPUs assigned to each virtual machine
- C. Enable SR-IOV and assign virtual functions directly to the virtual machines
- D. Move the virtual machines to a dedicated port group with NIC teaming
Answer: C
Explanation:
SR-IOV allows a physical adapter to present virtual functions that are passed directly to guest VMs, bypassing the hypervisor networking stack and reducing latency and CPU overhead. Note that SR-IOV can restrict features such as live migration in some configurations.
NEW QUESTION # 69
A healthcare AI research team has a software stack for AI-based image analysis and LLM-based diagnostics. However, the team needs hardware that better supports this use case.
Which hardware option fulfills these technical requirements?
- A. HPE ProLiant DL360 Gen12 with NVIDIA L4 GPUs and two 32-core processors
- B. HPE ProLiant DL580 Gen12 with four 32-core processors
- C. HPE ProLiant DL384 Gen12 with NVIDIA GH200 NVL2
- D. HPE Synergy 480 Gen12 with two 48-core processors
Answer: C
Explanation:
The DL384 Gen12 with NVIDIA GH200 NVL2 is purpose-built for enterprise AI and large-model workloads, including LLM inference and accelerated AI processing. The other options are mainly CPU-centric or less specialized for this healthcare AI use case.
NEW QUESTION # 70
An HPE Private Cloud AI customer wants to archive Prometheus metrics collected on the solution.
What should you recommend?
- A. Set up an external OpenTelemetry (OTel) endpoint and register it in HPE AI Essentials.
- B. Install the Grafana framework on HPE Private Cloud AI and set up Prometheus as a data source.
- C. Configure the Prometheus framework and enlarge the kubeprom-operator volume to at least
100G. - D. Change the PV in the Prometheus namespace to use Retain mode.
Answer: A
Explanation:
HPE AI Essentials includes OpenTelemetry for forwarding metrics and logs to external monitoring systems, which is the appropriate approach for archiving Prometheus metrics outside the platform. Enlarging Prometheus storage or changing PV retention is not the recommended archival method.
Reference:
https://support.hpe.com/hpesc/public/docDisplay?docId=a00aie111dhen_us&docLocale=en_US& page=Observability%2Fotel.html
NEW QUESTION # 71
You are recommending HPE ProLiant DL servers and HPE Alletra Storage MP B10000 for a customer's Red Hat OpenShift platform.
What should you recommend to simplify storage provisioning for workloads running on the platform?
- A. HPE Alletra Storage MP vVols
- B. HPE custom images for Red Hat Enterprise Linux
- C. HPE CSI Driver for Kubernetes
- D. HPE Data Services Cloud Console integration with HPE Compute Ops Management
Answer: C
Explanation:
The HPE CSI Driver/Operator for Kubernetes enables dynamic provisioning and management of persistent storage for Kubernetes/OpenShift workloads on HPE Alletra Storage MP B10000.
vVols are for VMware environments, not OpenShift workload storage provisioning.
NEW QUESTION # 72
......
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