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| Section | Weight | Objectives |
|---|
| Topic 1: Manage Implementation and Startup of HPE AI and HPC Solutions | 2% | - Deployment and validation
- 1. Configuration verification
- 2. Operational readiness
- 3. Implementation planning
|
| Topic 2: Design HPE Solutions for AI and HPC Workloads | 50% | - Infrastructure integration
- 1. Hybrid cloud architectures
- 2. Compute, storage, and networking integration
- 3. Scalability and resiliency design
- Solution architecture and design
- 1. Capacity planning
- 2. Workload analysis
- 3. Performance optimization
|
| Topic 3: Demonstrate AI Solutions | 10% | - AI solution demonstration
- 1. Business value presentation
- 2. Customer use cases
- 3. Solution positioning
|
| Topic 4: Explain HPE Compute AI and HPC Solution Components and Architecture | 38% | - HPE Compute portfolio
- 1. HPE Synergy
- 2. HPE ProLiant servers
- 3. HPE Cray systems
- Management and automation
- 1. HPE GreenLake
- 2. Lifecycle management
- 3. HPE OneView
- AI and HPC architectures
- 1. NVIDIA integration
- 2. High-performance workload platforms
- 3. GPU-accelerated computing
|
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HP Advanced HPE Compute Architect Solutions Written Exam Sample Questions (Q65-Q70):
NEW QUESTION # 65
Company TXXX is working on autonomous vehicle simulation and needs a system optimized for high-throughput training of generative AI models. The customer already uses HPE iLO to manage other servers and would like to continue with that option.
Which HPE server model aligns with these goals?
- A. HPE ProLiant Compute XD685
- B. HPE ProLiant DL580 Gen12
- C. HPE Cray XD2000
- D. HPE Cray XD670
Answer: A
Explanation:
The HPE ProLiant Compute XD685 is optimized for high-throughput AI/model training workloads and uses HPE iLO management, matching the customer's need to continue managing systems through iLO.
NEW QUESTION # 66
Which factors should you consider when determining the GPU memory requirements for inferencing an AI model?
- A. The number of parameters in the model and the floating point precision
- B. The memory available on the host and the number of parameters in the model
- C. The floating point precision and the number of layers in the model
- D. The memory available on the host and the number of convolutional layers in the model
Answer: A
Explanation:
GPU memory for inferencing is primarily driven by the model size, which depends on the number of parameters and the precision used to store them, such as FP32, FP16, BF16, or INT8.
NEW QUESTION # 67
What is the role of the Retriever Embedding NIM in an NVIDIA NeMo retriever pipeline?
- A. To receive ingested data and prepare it for storage in a RAG database
- B. To generate responses to queries submitted by users
- C. To determine which vectors retrieved from the RAG database best match a query
- D. To submit queries to a structured database
Answer: A
Explanation:
The Retriever Embedding NIM converts ingested text/documents into vector embeddings that can be stored in a vector/RAG database for later retrieval. Matching/ranking retrieved vectors is the role of a reranking/retriever component, not the embedding NIM.
NEW QUESTION # 68
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. Change the PV in the Prometheus namespace to use Retain mode.
- C. Configure the Prometheus framework and enlarge the kubeprom-operator volume to at least
100G. - D. Install the Grafana framework on HPE Private Cloud AI and set up Prometheus as a data source.
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 # 69
You are configuring a proposal for HPE ProLiant servers to act as vSAN nodes in a new ESA cluster.
What is one piece of information needed to determine the nodes' drive capacity requirements?
- A. The desired ratio of cache versus capacity drives
- B. The number of node failures to tolerate
- C. The nodes' iSCSI capabilities
- D. The RAID modes supported by the nodes' storage controllers
Answer: B
Explanation:
vSAN ESA capacity sizing depends on the storage policy, especially Failures to Tolerate (FTT), because FTT determines the RAID/data placement overhead and therefore the required usable drive capacity.
Reference: https://blogs.vmware.com/cloud-foundation/2022/11/02/capacity-overheads-for-the- esa-in-vsan-8/
NEW QUESTION # 70
......
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