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| Section | Objectives |
|---|---|
| Topic 1: Storage and Networking Integration | - Networking configuration and connectivity options - SAN and direct-attached storage integration |
| Topic 2: Troubleshooting and Support | - Performance monitoring and diagnostics - Hardware and firmware troubleshooting |
| Topic 3: HPE Compute Architecture and Solutions | - Compute solution positioning and use cases - HPE ProLiant server families overview |
| Topic 4: Solution Design and Implementation | - Workload sizing and architecture planning - High availability and redundancy design |
| Topic 5: Server Deployment and Configuration | - Initial setup and provisioning - Firmware and system configuration tools (iLO, SPP) |
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NEW QUESTION # 39
A customer requires accessing the HPE AI Essentials KubeRay cluster interactively (with ray.init()) from an external client.
What should you explain?
Answer: C
Explanation:
C is correct. The built-in KubeRay head service is normally exposed only inside the Kubernetes cluster, so an external client cannot simply call ray.init() against it by default. One supported way to provide interactive external access is to change kuberay-head-svc from ClusterIP to NodePort. After the service is exposed, the administrator identifies the assigned node port for the Ray client endpoint and connects to the cluster using a ray:// address.
Option A incorrectly states that external access is enabled by default. Port 10001 is the Ray client service port inside the service definition, but an external client still requires a reachable service exposure mechanism.
Option D confuses the Ray dashboard port, commonly 8265, with the Ray client endpoint. Option B is too restrictive; a separate Ray cluster is not required merely to permit external interactive access.
Because NodePort expands network exposure, the change should be combined with appropriate firewalling, authentication, and access controls rather than treated as a convenience-only setting.
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Module 4 "Using Ray"; HPE AI Essentials Software documentation, "Connecting to Ray Cluster."
NEW QUESTION # 40
You are deploying several HPE ProLiant Gen12 servers to act as VMware vSAN nodes. How should you configure the vSAN drives on the servers' storage controller?
Answer: B
Explanation:
VMware vSAN manages the capacity and cache drives directly, so the storage controller should expose the drives individually in passthrough/HBA mode, not as RAID volumes.
NEW QUESTION # 41
A customer wants to manage the full lifecycle of their HPE ProLiant Gen11 servers - including firmware updates, monitoring, and remote console access - from a single cloud-based console without deploying an on-premises management appliance. Which HPE solution should the integrator recommend?
Answer: A
NEW QUESTION # 42
An HPE Private Cloud AI customer wants to replace the self-signed certificate that users see when they access HPE AI Essentials. The customer wants to reduce maintenance efforts by having the solution auto-renew the certificate. What is part of the implementation process?
Answer: A
Explanation:
To enable automatic certificate renewal, HPE AI Essentials uses cert-manager. The implementation includes configuring the CA/DNS service and creating a ClusterIssuer so cert- manager can issue and renew the ingress certificate automatically.
NEW QUESTION # 43
An HPE Private Cloud AI customer has a model deployed with HPE Machine Learning Inference Software (MLIS). You have helped the customer further fine-tune that model. Now the customer would like to test the new model by directing 10% of traffic to it.
What should you do?
Answer: D
Explanation:
A is correct. HPE Machine Learning Inference Software supports canary rollout behavior for a deployment when a new model version is introduced. A canary allows the current production version and the candidate version to run concurrently while a defined percentage of inference traffic is directed to each. Setting the new version to 10% gives the customer a controlled production test while retaining 90% of traffic on the established version.
Option B invents a "Canal" routing service and unnecessarily creates a separate deployment. Option C confuses autoscaling with traffic splitting; autoscaling changes replica capacity, not the percentage of requests routed to different model versions. Option D also misstates the model: traffic distribution is part of the versioned canary rollout rather than an arbitrary routing rule between two independently configured model versions in the existing deployment.
The canary mechanism reduces change risk because model quality, latency, error rate, and resource consumption can be compared before full promotion. If the candidate is satisfactory, its traffic share can be increased; if not, the rollout can be stopped or rolled back.
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Module 5 "Serving models with HPE Machine Learning Inference Software"; HPE AI Essentials MLIS documentation, "Initiate Canary Rollout."
NEW QUESTION # 44
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