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| Section | Weight | Objectives |
|---|
| Topic 1: Design HPE Solutions for AI and HPC Workloads | 50% | - Solution architecture and design
- 1. Capacity planning
- 2. Workload analysis
- 3. Performance optimization
- Infrastructure integration
- 1. Scalability and resiliency design
- 2. Hybrid cloud architectures
- 3. Compute, storage, and networking integration
|
| Topic 2: Manage Implementation and Startup of HPE AI and HPC Solutions | 2% | - Deployment and validation
- 1. Implementation planning
- 2. Operational readiness
- 3. Configuration verification
|
| Topic 3: Explain HPE Compute AI and HPC Solution Components and Architecture | 38% | - HPE Compute portfolio
- 1. HPE ProLiant servers
- 2. HPE Cray systems
- 3. HPE Synergy
- Management and automation
- 1. HPE GreenLake
- 2. HPE OneView
- 3. Lifecycle management
- AI and HPC architectures
- 1. High-performance workload platforms
- 2. NVIDIA integration
- 3. GPU-accelerated computing
|
| Topic 4: Demonstrate AI Solutions | 10% | - AI solution demonstration
- 1. Customer use cases
- 2. Business value presentation
- 3. Solution positioning
|
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HP Advanced HPE Compute Architect Solutions Written Exam Sample Questions (Q47-Q52):
NEW QUESTION # 47
How does NVIDIA Spectrum-X address congestion?
- A. It uses flow metering based on information gathered from control packets to target congestion at the source.
- B. It allocates a dedicated buffer to each port to prevent traffic loss during congestion.
- C. It exclusively uses open standard technologies such as PFC and IP ECN to ensure compatibility for heterogeneous networks.
- D. It prevents congestion proactively by using ECMP to distribute traffic across multiple links.
Answer: A
Explanation:
NVIDIA Spectrum-X uses telemetry/control information with flow metering so senders can adjust traffic at the source before congestion causes packet loss. ECMP, PFC, and ECN alone do not describe Spectrum-X's differentiated congestion-control mechanism.
Reference: https://developer.nvidia.com/blog/optimize-large-scale-ai-workloads-with-nvidia- spectrum-x/
NEW QUESTION # 48
You are proposing 40 HPE Cray XD670 systems with NVIDIA H200 GPUs to a customer. You also propose HPE Performance Cluster Manager (HPCM).
What is one benefit of HPCM that you should emphasize?
- A. HPCM provides GPU-compatible scheduling software for HPC jobs.
- B. HPCM allows customers to monitor and optimize power consumption, including for NVIDIA GPUs.
- C. HPCM integrates with HPE Private Cloud AI to provide a single interface for monitoring system's health.
- D. HPCM enables the systems to support hardware root of trust and OpenSSL.
Answer: B
Explanation:
HPE Performance Cluster Manager integrates with NVIDIA DCGM for GPU diagnostics, health, metrics, and alerts, and HPE states it aggregates GPU power monitoring and power capping across the cluster.
Reference: https://www.hpe.com/us/en/collaterals/collateral.a00044858enw.html
https://support.hpe.com/hpesc/public/docDisplay?docId=a00062280en_us&docLocale=en_US&p age=GUID-F340BAA2-EB7C-4270-A2DA-BD54E674452E.html
NEW QUESTION # 49
An automotive engineering team is running inference workloads for traffic simulation and computer vision models using KServe on HPE Private Cloud AI.
The team also uses GPU-enabled notebooks running on HPE Private Cloud AI to experiment with new models. They want to automatically adjust GPU usage for the different models based on current demand, as well as ensure that the notebooks never prevent the inferencing workloads from receiving the GPUs they need.
Which two features support this functionality? (Choose two.)
- A. Autoscaling for KServe
- B. Canary roll outs for KServe
- C. Kyverno mutating admission policies
- D. HPE AI Essentials scheduler priorities
Answer: A,D
Explanation:
KServe autoscaling adjusts inference deployment capacity based on demand. HPE AI Essentials scheduler priorities ensure higher-priority inference workloads can get GPUs ahead of lower- priority notebook workloads.
Reference: https://kserve.github.io/website/docs/model-serving/predictive- inference/autoscaling/hpa-autoscaler
https://support.hpe.com/hpesc/public/docDisplay?docId=a00aie17hen_us&docLocale=en_US&pa ge=pcai%2FGenAI%2Fdeploying-knowledge-base.html
NEW QUESTION # 50
You want to demonstrate HPE Private Cloud AI running a complex AI application, such as a video search app, to a customer.
What is one good resource for putting together this demonstration more quickly?
- A. NVIDIA AI blueprints
- B. The tutorials folder in the HPE AI Essentials shared directory
- C. HPE GitHub repo for Airflow demos
- D. NVIDIA CUDA catalog
Answer: A
Explanation:
NVIDIA AI Blueprints are predefined, customizable reference workflows/sample AI applications designed to accelerate building and demonstrating complex AI use cases. HPE AI Essentials specifically describes Blueprints as workflows for creating and deploying generative AI applications.
Reference:
https://support.hpe.com/hpesc/public/docDisplay?docId=sd00007592en_us&docLocale=en_US& page=GUID-7899509F-3811-4AB7-9528-DCD0A948F4FE.html
NEW QUESTION # 51
A manufacturer is seeking a solution that provides a high density of NVLink-capable GPUs for their fluid dynamic simulations.
Which HPE solution meets these needs?
- A. HPE ProLiant Compute DL145
- B. HPE Cray XD2000 chassis with HPE Cray XD295v
- C. HPE ProLiant Compute DL320
- D. HPE Cray XD690
Answer: D
Explanation:
The HPE Cray/Compute XD690 is designed for dense GPU-accelerated HPC and AI workloads, with 8 NVIDIA SXM GPUs connected through high-bandwidth NVIDIA NVLink/NVSwitch, making it the best fit for GPU-intensive fluid dynamics simulations.
Reference: https://www.hpe.com/psnow/doc/a50009220enw.pdf
NEW QUESTION # 52
......
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