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| Section | Weight | Objectives |
|---|
| Design HPE Solutions for AI and HPC Workloads | 50% | - Infrastructure integration
- 1. Compute, storage, and networking integration
- 2. Hybrid cloud architectures
- 3. Scalability and resiliency design
- Solution architecture and design
- 1. Capacity planning
- 2. Performance optimization
- 3. Workload analysis
|
| Demonstrate AI Solutions | 10% | - AI solution demonstration
- 1. Business value presentation
- 2. Solution positioning
- 3. Customer use cases
|
| Manage Implementation and Startup of HPE AI and HPC Solutions | 2% | - Deployment and validation
- 1. Operational readiness
- 2. Implementation planning
- 3. Configuration verification
|
| Explain HPE Compute AI and HPC Solution Components and Architecture | 38% | - Management and automation
- 1. HPE OneView
- 2. Lifecycle management
- 3. HPE GreenLake
- HPE Compute portfolio
- 1. HPE Synergy
- 2. HPE ProLiant servers
- 3. HPE Cray systems
- AI and HPC architectures
- 1. NVIDIA integration
- 2. GPU-accelerated computing
- 3. High-performance workload platforms
|
>> Dump HPE7-S01 File <<
HPE7-S01 - Advanced HPE Compute Architect Solutions Written Exam –Trustable Dump File
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HP Advanced HPE Compute Architect Solutions Written Exam Sample Questions (Q23-Q28):
NEW QUESTION # 23
Which factors should you consider when determining the GPU memory requirements for inferencing an AI model?
- A. The memory available on the host and the number of convolutional layers in the model
- B. The number of parameters in the model and the floating point precision
- C. The floating point precision and the number of layers in the model
- D. The memory available on the host and the number of parameters in the model
Answer: B
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 # 24
What is one way that NVIDIA Spectrum-X addresses the needs of AI traffic?
- A. It uses ECMP to ensure that AI communications use all available links effectively.
- B. It uses IntServe to reserve sufficient bandwidth for AI flows and prevent any traffic loss.
- C. It allocates extra buffer space to ports that are dynamically determined to connect to AI optimized nodes.
- D. It uses adaptive routing to reduce tail latency, particularly for large AI flows.
Answer: D
Explanation:
NVIDIA Spectrum-X is designed for AI Ethernet fabrics and uses adaptive routing with congestion-control mechanisms to keep traffic balanced, minimize congestion, and reduce tail latency for large AI/RDMA flows.
Reference: https://developer.nvidia.com/blog/optimize-large-scale-ai-workloads-with-nvidia- spectrum-x/
NEW QUESTION # 25
A customer plans to train large language models on premises and requires eight interconnected GPUs per node with high GPU-to-GPU bandwidth.
Which platform should you recommend?
- A. HPE ProLiant Compute XD servers
- B. HPE Edgeline EL8000 with GPU mezzanine cards
- C. HPE ProLiant MicroServer with a discrete GPU
- D. HPE ProLiant DL360 Gen11 with two single-width GPUs
Answer: A
Explanation:
HPE ProLiant Compute XD systems are purpose-built for large-scale AI training, supporting dense eight-way GPU configurations with high-speed GPU interconnect and high-bandwidth fabric adapters. Standard 1U dual-GPU servers cannot deliver the required GPU density or interconnect bandwidth.
NEW QUESTION # 26
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. HPE GitHub repo for Airflow demos
- B. The tutorials folder in the HPE AI Essentials shared directory
- C. NVIDIA CUDA catalog
- D. NVIDIA AI blueprints
Answer: D
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 # 27
A customer is building a chatbot that incorporates an LLM. The customer wants to prevent the chatbot from responding to or generating toxic content.
What should you recommend to the customer?
- A. Use NVIDIA NeMo Guardrails input and output rails.
- B. Use NVIDIA NeMo Guardrails execution rails.
- C. Use NVIDIA Evaluator to check the LLM's F1 score.
- D. Use NVIDIA Evaluator exact match checks.
Answer: A
Explanation:
Input rails check and block toxic or unsafe user prompts before they reach the LLM, while output rails evaluate the model's generated response before it is returned to the user. NVIDIA documents toxicity detection as usable on both input and output rails.
Reference: https://docs.nvidia.com/nemo/guardrails/about-nemo-guardrails-library/rail-types
NEW QUESTION # 28
......
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