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| Section | Objectives |
|---|
| Topic 1: AI Infrastructure Design | - Compute and GPU considerations - Networking for AI workloads - Storage and data pipeline design
|
| Topic 2: HPE Private Cloud AI Fundamentals | - Core AI workload characteristics - Overview of private cloud AI concepts
|
| Topic 3: Deployment and Operations | - Lifecycle management of AI infrastructure - Deployment models for AI solutions - Monitoring and optimization
|
| Topic 4: HPE GreenLake for AI Solutions | - Consumption-based IT model for AI - GreenLake architecture and services
|
| Topic 5: Data Management and Governance | - Data governance and compliance - Data lifecycle management
|
| Topic 6: Security in Private Cloud AI | - Workload and data protection - Identity and access management
|
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HPE Private Cloud AI Solutions Sample Questions (Q68-Q73):
NEW QUESTION # 68
A customer is expanding their HPE Private Cloud AI "Medium" configuration to support a new generative AI inferencing workload. They are concerned about network congestion and latency, as the AI workload is known to generate large, sudden bursts of traffic between the compute nodes and the storage system.
The solution uses NVIDIA Spectrum SN4700M switches for the AI interconnect.
Which feature of these switches is specifically designed to handle bursty traffic and prevent packet loss in a lossless Ethernet fabric?
- A. Integrated Silicon Root of Trust to validate the switch firmware integrity.
- B. A fully shared buffer architecture that can dynamically absorb traffic bursts from any port.
- C. Support for Fibre Channel over Ethernet (FCoE) encapsulation.
- D. The ability to route traffic based on application-layer metadata.
Answer: B
NEW QUESTION # 69
A customer is considering the HPE Private Cloud AI solution. They need to run a moderately sized RAG application for 150 users. They do not have any fine-tuning requirements.
Why would an architect recommend a "Medium" configuration over a "Large" configuration for this customer?
- A. The Large configuration does not support Retrieval-Augmented Generation (RAG).
- B. The Medium configuration has more storage capacity than the Large configuration.
- C. The L40S GPUs in the Medium configuration are more cost-effective and power-efficient for this specific inference-heavy workload.
- D. The Medium configuration is the only one that includes the HPE AI Essentials software.
Answer: C
NEW QUESTION # 70
An architect is assessing a customer's workloads to position the correct HPE Private Cloud AI configuration. The customer has a single, massive task: training a foundational vision model from scratch using a petabyte-scale image dataset. The project is expected to take months and requires the absolute maximum compute performance available.
Which AI workload type does this represent, and which HPE solution is most appropriate?
- A. Workload: AI Model Training; Solution: HPE Cray Systems
- B. Workload: RAG; Solution: HPE Private Cloud AI - Medium configuration
- C. Workload: AI Inferencing; Solution: AI-optimized HPE ProLiant DL servers
- D. Workload: Edge Computing; Solution: HPE ProLiant DL320 server
Answer: A
NEW QUESTION # 71
An architect is designing an infrastructure solution for an AI workload that involves processing massive datasets for training. The goal is to minimize data transfer latency between the storage system and the GPUs in the compute nodes. The architect wants to enable the NVIDIA GPUs to fetch data directly from the NVMe storage array, bypassing the server's CPU and main memory.
Review the proposed architectural components:
```
- Compute Nodes: HPE ProLiant DL380a Gen11 with NVIDIA H100 GPUs
- Storage: HPE GreenLake for File Storage
- Interconnect: Ethernet with RoCE support
```
Which technology must be enabled and properly configured across these components to achieve this direct GPU-to-storage data path? (Choose 2.)
- A. NVLink
- B. Confidential Computing
- C. GPUDirect Storage (GDS)
- D. Multi-Instance GPU (MIG)
- E. RDMA over Converged Ethernet (RoCE)
Answer: C,E
NEW QUESTION # 72
A customer needs to run a generative AI workload at multiple, dispersed edge locations. Each location has significant space and power constraints. The workload is inference-only and does not require the absolute highest performance, but rather a balance of good performance and energy efficiency.
Which HPE ProLiant server and NVIDIA GPU combination is specifically positioned for this type of edge AI use case?
- A. HPE ProLiant DL384 Gen12 server with NVIDIA H200 NVL GPUs
- B. HPE Cray system with NVIDIA Grace Hopper Superchips
- C. HPE ProLiant DL320 Gen11 server with NVIDIA L4 GPUs
- D. HPE ProLiant DL380a server with NVIDIA H100 NVL GPUs
Answer: C
NEW QUESTION # 73
......
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