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| Section | Objectives |
|---|---|
| Topic 1: Solution Design and Implementation | - High availability and redundancy design - Workload sizing and architecture planning |
| Topic 2: Server Deployment and Configuration | - Firmware and system configuration tools (iLO, SPP) - Initial setup and provisioning |
| Topic 3: HPE Compute Architecture and Solutions | - Compute solution positioning and use cases - HPE ProLiant server families overview |
| Topic 4: Troubleshooting and Support | - Hardware and firmware troubleshooting - Performance monitoring and diagnostics |
| Topic 5: Storage and Networking Integration | - Networking configuration and connectivity options - SAN and direct-attached storage integration |
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질문 # 55
A customer has HPE Cray XD systems, an HPE Slingshot network that includes HPE Slingshot Fabric Manager, HPE Performance Cluster Manager (HPCM), HPE Slingshot AIOps Software, and SchedMD Slurm.
Which tool provides heatmaps and interactive topologies that help you find trouble spots in the network performance?
정답：D
설명：
A is correct. HPE Slingshot AIOps Software is the analytics and visualization layer designed to expose network performance behavior across a Slingshot fabric. It provides topology-oriented views and telemetry heatmaps that allow an administrator to identify regions with abnormal bandwidth use, congestion, or other performance hot spots. Those visualizations are particularly useful when correlating network behavior with application or job activity.
HPE Slingshot Fabric Manager has a different primary role: fabric configuration, management, discovery, and operational control. SchedMD Slurm schedules jobs and allocates compute resources; although job information can be correlated with infrastructure telemetry, Slurm does not provide the Slingshot network heatmap interface described. HPE Performance Cluster Manager manages cluster provisioning and lifecycle operations rather than serving as the specialized Slingshot performance-analytics application.
The tools are complementary. Fabric Manager controls the network, HPCM manages the cluster, Slurm manages workload scheduling, and Slingshot AIOps helps diagnose how traffic is behaving on the fabric.
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Modules 9 and 10, HPE Cray management and HPC networking; HPE Slingshot AIOps Software User Guide, system-wide and telemetry heatmap views.
질문 # 56
In an HPE Synergy environment, what is the role of the Synergy Composer?
정답：C
설명：
Synergy Composer is the embedded management appliance running HPE OneView that provides the software-defined control plane for composing and managing Synergy resources into logical servers, storage volumes, and fabric connectivity. It is not a physical cooling component, a licensing key, or a switch module (that role belongs to Virtual Connect/Synergy interconnect modules).
질문 # 57
A customer has fine-tuned a model and wants to find out whether the model is producing any toxic content.
Which NVIDIA microservice best meets this need?
정답：D
설명：
D is correct. NVIDIA NeMo Evaluator is designed to measure model and application quality against defined evaluation criteria, including safety-related dimensions. Current NeMo evaluation tooling includes safety evaluations for harmful-content generation, toxicity, bias, hate speech, and related robustness concerns. A customer who has fine-tuned a model and wants to determine whether it produces toxic output needs an evaluation service rather than a data-preparation or runtime-policy component.
NeMo Customizer is used to adapt or fine-tune models. NeMo Curator prepares training data through curation, filtering, and deduplication. NeMo Guardrails is used to apply runtime controls to conversational AI applications, such as restricting unsafe topics or validating inputs and outputs. Guardrails can help prevent unacceptable responses in production, but the question asks which microservice is used to evaluate whether the fine-tuned model is producing toxic content.
A sound AI lifecycle therefore separates customization, evaluation, and enforcement: customize the model, evaluate its behavior, and then apply appropriate guardrails and deployment controls.
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Module 5 "NVIDIA NeMo deep dive"; NVIDIA NeMo Evaluator documentation, safety and security evaluation capabilities.
질문 # 58
Which correctly describes an aspect of the AI software stack for HPE Cray XD systems?
정답：D
설명：
D is correct. HPE Cray XD systems use a conventional layered management model: platform firmware is managed through standards-based interfaces such as Redfish, while the host operating environment is Linux- based. This separation is appropriate for HPC because firmware lifecycle, hardware telemetry, node provisioning, and operating-system management are distinct administrative functions even when they are coordinated by cluster-management tooling.
Option A overstates the role of HPE GreenLake. HPE Cray XD environments are not fundamentally managed as a multi-system HPC control plane through GreenLake. Option B misnames and mischaracterizes HPE Performance Cluster Manager (HPCM); HPCM is cluster provisioning and management software, not the AI development environment itself. Option C is false because HPE does not provide a single combined firmware- and-OS image that replaces the normal platform firmware and Linux software stack.
An integrator should understand both layers: Redfish/BMC interfaces expose node hardware management and telemetry, while Linux and HPC software provide the runtime environment for schedulers, MPI, accelerators, storage clients, and applications.
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Module 9 "HPE Cray management" and
"HPE Cray firmware and software"; HPE Cray XD management documentation.
질문 # 59
An HPE Private Cloud AI customer wants to import a custom framework. The customer wants to ensure that only authorized users access that framework's endpoint URL. You have created an authorization policy for this purpose.
In which namespace should you add the policy?
정답：A
설명：
A is correct. For an imported framework exposed through HPE AI Essentials, the authorization policy that controls access to the framework endpoint is placed in the istio-system namespace. The reason is architectural: access to the application is enforced at the Istio service-mesh and ingress layer, so the AuthorizationPolicy must be associated with the namespace where the relevant Istio gateway and policy enforcement context operate. The policy then limits which authenticated identities can reach the imported framework.
A user namespace is where many user-scoped workloads and resources run, but it is not the correct location for the ingress authorization policy in this workflow. The ezapp-system namespace contains platform application components and is not the documented target for this policy. Likewise, placing the policy only in the framework's application namespace would not implement the HPE AI Essentials ingress authorization pattern described for imported frameworks.
Current Rev. 26.21 training also introduces AutoHelm and updated framework-import behavior, but it continues to treat access control as an Istio authorization-policy function rather than a GreenLake user-setting shortcut.
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Module 3 "Understanding and managing communications" and governance policies; HPE AI Essentials Software documentation, SSO/authorization for imported frameworks.
질문 # 60
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