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| Section | Objectives |
|---|
| Topic 1: HPC and High-Performance Infrastructure | - HPC Storage and Management
- 1. HPE Performance Cluster Manager
- 2. HPE Cray Storage C500
- 3. Large-Scale Provisioning
- HPC Networking
- 1. Slingshot Fabric Manager
- 2. Low-Latency Network Design
- 3. HPE Slingshot Interconnect
|
| Topic 2: Kubernetes and MLOps Platforms | - AI and MLOps Services
- 1. Spark Operator
- 2. JupyterLab Workspaces
- 3. Ray (KubeRay)
- 4. Kubeflow
- 5. MLflow
- Kubernetes Infrastructure
- 1. Persistent Storage
- 2. Cluster Deployment
- 3. Namespace and Resource Management
|
| Topic 3: Design and Implement HPE Private Cloud AI Solutions | - HPE Private Cloud AI Architecture
- 1. Compute Components
- 2. Storage Components
- 3. Reference Architectures
- 4. Networking Components
- AI Infrastructure Integration
- 1. AI Workload Requirements
- 2. NVIDIA GPU Integration
- 3. AI Enterprise Software Stack
|
| Topic 4: Operations, Security, and Troubleshooting | - Monitoring and Management
- 1. Resource Monitoring
- 2. OpsRamp
- 3. HPE AI Essentials
- Performance Optimization and Troubleshooting
- 1. Compute Performance Optimization
- 2. vSphere Performance Analysis
- 3. AI Workload Troubleshooting
- Identity and Access Management
- 1. Platform Identities
- 2. Keycloak
- 3. Single Sign-On
|
| Topic 5: Compute and Virtualization Solutions | - HPE Compute Platforms
- 1. HPE Cray Systems
- 2. HPE OneView Integration
- 3. HPE ProLiant Servers
- VMware and vSphere Integration
- 1. vSphere Deployment
- 2. Container Storage Interface (CSI)
- 3. vSAN Design and Policies
|
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HP Advanced HPE Compute Integrator Solutions Written Exam Sample Questions (Q26-Q31):
NEW QUESTION # 26
You are planning to demonstrate how you can use KServe to run NIMs on HPE Private Cloud AI.
You have downloaded the CodeLlama-70B-Instruct model to a volume in your namespace named demo-model. The objects that you are planning to deploy are shown below:

What change should you make to the objects?
- A. Add this line to the servingruntime under spec: storageUri: pvc://demo-model
- B. In the servingruntime, change the NIMCACHEPATH environment variable value to "/mnt/demo- model"
- C. Add this line to the inferenceservice under spec.predictor: storageUri: pvc://demo-model
- D. In the inferenceservice, change the spec.predictor.model.modelFormat.Name to: pvc://demo- model/codellama-70b-instruct
Answer: C
Explanation:
The model is already downloaded to a PVC, so the InferenceService must reference that PVC with storageUri. KServe then mounts the model storage for the predictor; you do not change the model format or ServingRuntime. More precisely, this belongs under the predictor's model spec as storageUri.
NEW QUESTION # 27
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?
- A. the namespace associated with your user account
- B. istio-system
- C. the namespace in which you will import the framework
- D. ezapp-system
Answer: B
Explanation:
The AuthorizationPolicy for securing the imported framework endpoint is applied to the Istio ingress gateway, so it belongs in the istio-system namespace, not the framework's own namespace or the user namespace. HPE examples set authorizationPolicy.namespace to istio- system.
NEW QUESTION # 28
What is one difference between a Class 1 and a Class 3 HPE Slingshot topology?
- A. The Class 1 topology scales to a larger number of compute node NICs than the Class 3 topology.
- B. The Class 1 topology supports additional adaptive routing technologies beyond those supported with the Class 3 topology.
- C. The Class 1 topology supports a higher ratio of L1 and L2 links versus L0 links than the Class 3 topology.
- D. The Class 1 topology supports more compute node NICs per switch than the Class 3 topology.
Answer: D
Explanation:
A is correct. HPE Slingshot topology classes trade edge-facing capacity against the inter-switch links needed to scale the fabric. A Class 1 topology uses a smaller topology structure and can devote more switch ports to L0 connections toward compute-node NICs. A Class 3 topology uses additional switch groups and therefore consumes more switch ports for L1/L2 fabric connectivity, leaving fewer host-facing ports per switch even though the overall fabric can scale to a much larger endpoint count.
Option B reverses the scaling relationship: Class 3 is the topology intended for larger fabrics, not Class 1.
Option C also reverses the port-ratio concept; the larger class requires a greater proportion of inter-switch connectivity. Option D is incorrect because adaptive-routing capabilities are properties of the Slingshot fabric and switch architecture, not a special routing technology unlocked only by choosing Class 1.
This is a topology-design question rather than a raw bandwidth question. The designer balances the number of endpoint ports per switch, the number of switch groups, and the inter-switch links required to maintain the target bisection and path diversity.
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Module 10; HPE Slingshot "Switch Topology Classes" documentation.
NEW QUESTION # 29
A hospital wants to fine-tune an LLM on their own dataset. However, the data needs to have sensitive information redacted.
Duplicate records also need to be cleaned up.
What can the customer use to achieve this goal?
- A. Katib
- B. NeMo Customizer
- C. NeMo Curator
- D. MLflow
Answer: C
NEW QUESTION # 30
An AI team is using Spark Applications to analyze and format data for AI fine-tuning. The team would like to automate running the applications in a series.
Which component of HPE AI Essentials can help?
- A. Ray Tune
- B. Katib
- C. Airflow
- D. MLflow
Answer: C
Explanation:
B is correct. Airflow is the workflow-orchestration component in HPE AI Essentials. It is designed to define directed acyclic graphs (DAGs) whose tasks execute in a controlled sequence based on dependencies. If a team has several Spark applications that prepare, transform, and validate data before model fine-tuning, Airflow can schedule those applications as stages in a repeatable pipeline and coordinate retries, dependencies, and execution order.
Katib and Ray Tune are focused on hyperparameter optimization rather than general-purpose workflow orchestration. MLflow tracks experiments, runs, artifacts, and model lifecycle information; it is not the scheduler that executes an ordered series of Spark jobs. Airflow complements these components rather than replacing them.
The key exam distinction is between orchestration and execution engines. Spark performs distributed data processing. Airflow controls when the Spark applications run and how one stage depends on another. That separation permits the data-preparation pipeline to be automated without embedding orchestration logic inside each Spark application.
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Module 4 "Using Spark" and "Airflow"; HPE AI Essentials Software Airflow documentation.
NEW QUESTION # 31
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