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| Section | Objectives |
|---|
| Topic 1: Design and Implement HPE Private Cloud AI Solutions | - AI Infrastructure Integration
- 1. NVIDIA GPU Integration
- 2. AI Workload Requirements
- 3. AI Enterprise Software Stack
- HPE Private Cloud AI Architecture
- 1. Reference Architectures
- 2. Storage Components
- 3. Networking Components
- 4. Compute Components
|
| Topic 2: Kubernetes and MLOps Platforms | - AI and MLOps Services
- 1. JupyterLab Workspaces
- 2. Spark Operator
- 3. MLflow
- 4. Ray (KubeRay)
- 5. Kubeflow
- Kubernetes Infrastructure
- 1. Persistent Storage
- 2. Namespace and Resource Management
- 3. Cluster Deployment
|
| Topic 3: Compute and Virtualization Solutions | - HPE Compute Platforms
- 1. HPE Cray Systems
- 2. HPE ProLiant Servers
- 3. HPE OneView Integration
- VMware and vSphere Integration
- 1. Container Storage Interface (CSI)
- 2. vSphere Deployment
- 3. vSAN Design and Policies
|
| Topic 4: Operations, Security, and Troubleshooting | - Identity and Access Management
- 1. Keycloak
- 2. Platform Identities
- 3. Single Sign-On
- Performance Optimization and Troubleshooting
- 1. AI Workload Troubleshooting
- 2. vSphere Performance Analysis
- 3. Compute Performance Optimization
- Monitoring and Management
- 1. Resource Monitoring
- 2. HPE AI Essentials
- 3. OpsRamp
|
| Topic 5: HPC and High-Performance Infrastructure | - HPC Storage and Management
- 1. Large-Scale Provisioning
- 2. HPE Cray Storage C500
- 3. HPE Performance Cluster Manager
- HPC Networking
- 1. HPE Slingshot Interconnect
- 2. Low-Latency Network Design
- 3. Slingshot Fabric Manager
|
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HP Advanced HPE Compute Integrator Solutions Written Exam Sample Questions (Q54-Q59):
NEW QUESTION # 54
Which HPE ProLiant Gen11 memory feature helps maintain uptime by isolating a failing DIMM rank without requiring a server reboot?
- A. Advanced Memory Error Detection
- B. Post Package Repair (PPR)
- C. Lockstep Mode
- D. Memory Mirroring
Answer: B
Explanation:
Post Package Repair allows a failing memory location to be repaired at runtime (soft PPR) or at boot (hard PPR) without replacing the DIMM, improving uptime. Memory Mirroring and Lockstep provide redundancy but at a higher resource cost, and Advanced Memory Error Detection is a general monitoring capability, not an isolation/repair mechanism.
NEW QUESTION # 55
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. NeMo Customizer
- B. NeMo Curator
- C. Katib
- D. MLflow
Answer: B
Explanation:
D is correct. NVIDIA NeMo Curator is the data-curation component intended to prepare large datasets for generative-AI training and fine-tuning. Its pipeline capabilities include filtering, quality processing, deduplication, and privacy-oriented data preparation. That directly matches both requirements in the scenario:
duplicate records must be removed and sensitive information must be redacted before the hospital's dataset is used to adapt the LLM. Performing these controls before fine-tuning reduces data leakage risk and prevents repeated records from biasing training.
The distractors address different stages of the AI lifecycle. MLflow is principally used for experiment tracking, model lifecycle management, and related MLOps functions; it is not the primary tool for cleansing the raw training corpus. NeMo Customizer performs model customization or fine-tuning after an appropriate dataset has been prepared. Katib is a Kubernetes-native hyperparameter-optimization component and does not provide the required privacy redaction and deduplication workflow.
The sequencing matters: curate the data first, then customize and evaluate the model. That separation is part of the software-stack knowledge expected for HPE Private Cloud AI with NVIDIA.
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Module 5 "Using NVIDIA AI Enterprise and Serving Models," NeMo deep dive; NVIDIA NeMo Curator documentation.
NEW QUESTION # 56
A customer is running SUSE Rancher on HPE ProLiant DL servers and HPE Alletra arrays. How should you install the HPE CSI Driver for Kubernetes?
- A. Obtain the latest Ansible playbook for the driver from the HPE GitHub site. Run the playbook.
- B. Use the SUSE Rancher Operators catalog to find the HPE driver. Install the driver from there.
- C. Install an HPE Data Ops Manager plug-in for SUSE Rancher. Use the plug-in to deploy the CSI driver.
- D. Download the latest Helm chart provided by HPE for the driver. Install that chart.
Answer: B
Explanation:
For SUSE Rancher, the HPE CSI Driver is delivered as a Rancher partner app/chart in the official Partner repository and is installed through Rancher Apps/Charts rather than by manually downloading Helm charts or using Ansible.
NEW QUESTION # 57
HPE Private Cloud AI Users want to run interactive Spark applications from notebook servers running on HPE AI Essentials. What should you do?
- A. Create a custom notebook image that supports magic spark commands.
- B. Make sure that Livy is installed from the HPE AI Essentials Administration settings for Tools & Frameworks.
- C. Ask users to select the image with "spark" in the name when they run a notebook server.
- D. Configure the Spark Operator framework from HPE AI Essentials Tools & Frameworks; enable interactive access.
Answer: B
Explanation:
Interactive Spark sessions from notebooks use Livy; HPE AI Essentials Spark magic commands connect to the Livy server to start and manage Spark sessions. Spark Operator is for Spark Applications, not interactive notebook sessions.
NEW QUESTION # 58
An HPE Private Cloud AI customer wants to eliminate the certificate errors that show when users access HPE AI Essentials. The customer has created a certificate signed by their CA to replace the current certificate. The customer has given you the certificate file, private key file, and CA certificate file. How should you install this certificate?
- A. Create a CertificateIssuer that references the CA certificate in the HPE AI Essential cert-manager namespace. Then create an ingress-cert certificate based on the provided certificate and private key in the istio-system namespace.
- B. Log into the Keycloak interface using the credentials stored in the HPE AI Essentials ezaddon- system namespace. Upload the certificate, private key, and CA certificate files in the "ua" realm.
- C. Use the HPE Private Cloud AI interface to access the VM that hosts the HPE AI Essentials UI.
Install the certificate, private key, and CA certificate on that VM. - D. Delete the current "ingress-cert" certificate and secret in the HPE AI Essentials istio-system namespace. Add a new "ingress-cert" secret in this namespace referencing the provided files.
Answer: D
Explanation:
For a customer-provided certificate, key, and CA certificate, you replace the existing Istio ingress gateway certificate material by recreating the ingress-cert secret in the istio-system namespace.
Cert-manager/ClusterIssuer is used when you want cert-manager to issue or renew the certificate automatically.
NEW QUESTION # 59
......
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