HPE7-S01 Dumps (V9.02) for HPE Compute Architect Exam Preparation 2026 – Read HPE7-S01 Free Dumps (Part 3, Q81-Q120) Today

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• HPE7-S01 free dumps (Part 1, Q1-Q40) of V9.02
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Today, we will continue to share HPE7-S01 free dumps (Part 3, Q81-Q120) of V9.02 to test again:

1. An external application needs to connect to the Livy service in HPE AI Essentials via its REST API. The developer needs to locate the correct external endpoint URL.

Where can the AI Administrator find the externally accessible endpoint URL for the Livy service?

In the HPE GreenLake global dashboard.

By running hostname -i on any worker node.

In the kube-system namespace logs.

On the Livy application tile in the Tools & Frameworks page.

2. An Observability Engineer is designing a custom alert rule to detect when the API server error rate exceeds a certain threshold.

Which query language must be used to define the condition expression (e.g., avg(http_requests_total{status_code="500"}) > 5) inside the rule definition?

SQL (Structured Query Language)

Lucene Query Syntax

PromQL (Prometheus Query Language)

GraphQL

3. An Integration Specialist is designing a custom application that needs to submit Spark code snippets to the HPE AI Essentials cluster for execution without managing the complexity of the Kubernetes Spark Operator directly.

Which component provides a RESTful interface that sits in front of the Spark Operator to enable this interactive remote submission capability?

Ray Head Node

Hive Metastore

Apache Livy

Spark History Server

4. You are integrating a Kubernetes cluster with HPE Alletra Storage MP. The customer requires that developers be able to dynamically provision storage, but you need to ensure different classes of service (e.g., "Gold" vs. "Bronze") map to specific Quality of Service (QoS) priority levels on the array.

Where do you define these specific volume attributes (like QoS limits or CPG selection)?

In the hpe-csi-driver Helm chart values.

In the parameters section of the StorageClass definition.

In the Persistent Volume Claim (PVC) metadata.

In the Pod specification under volumeMounts.

5. A customer asks why they cannot simply use their existing VM-level backup tools to protect their new Kubernetes environment running on bare metal HPE ProLiant servers.

What is the primary limitation of legacy VM-level backup when applied to modern containerized applications?

VM-level backups lack application granularity; they cannot backup/restore a specific namespace or microservice without reverting the entire node.

VM-level backups cannot write to tape.

VM-level backups require a license dongle.

VM-level backups are too slow for containers.

6. An AI Engineer is designing an Airflow DAG to run a resource-intensive data processing pipeline. To prevent this pipeline from consuming all available worker resources and starving other critical workflows, the engineer wants to limit the number of concurrent tasks this specific DAG can execute.

Which Airflow feature should be configured to strictly limit the concurrency for tasks associated with this specific workload?

DAG Concurrency

Kubernetes Resource Quotas

Pools

Celery Queues

7. An AI Administrator needs to check the GPU status of a specific training pod (training-job-0) that is unresponsive and does not have an interactive shell or web UI exposed.

Which kubectl command allows the administrator to remotely execute nvidia-smi inside the target pod to check for zombie processes or memory issues?

kubectl describe pod training-job-0 -n <namespace>

kubectl logs training-job-0 -n <namespace> | grep gpu

kubectl get gpu training-job-0 -n <namespace>

kubectl exec -it training-job-0 -n <namespace> -- nvidia-smi

8. In a Retrieval Augmented Generation (RAG) pipeline, why might the system memory (RAM) requirements be significantly higher than a standard inference workload for the same model size?

RAG requires loading a massive vector database index into system memory to ensure low-latency retrieval of context before the LLM inference step.

The Embedding model used in RAG is typically 10x larger than the LL

RAG requires uncompressed video buffers for text generation.

RAG models duplicate the LLM weights into CPU RAM for redundancy.

9. An AI Administrator is monitoring the status of the KubeRay cluster running in HPE AI Essentials. They notice that while the Ray Dashboard is accessible, the "Cluster Metrics" visualizations (CPU/GPU usage graphs) are empty or missing.

What is the likely cause of this missing metrics data in the Ray Dashboard?

The Prometheus Node Exporter is disabled on the worker nodes.

Grafana has not been installed on the Ray head node.

The OTel collector has not been configured in the global settings.

The user does not have the "Cloud Administrator" role required to view metrics.

10. An administrator needs to view the "Global Link Load" to verify if the Dragonfly global channels are being utilized evenly during a job.

Which specific interface or tool within the Slingshot management suite provides this Network Topology visualization with aggregated telemetry overlays?

HPE OneView Map View

HPE Slingshot AIOps User Interface

The switch CLI (Command Line Interface)

The ping command

11. A customer wants to automate the deployment of ESXi to a standalone HPE ProLiant server that will *not* be part of a vCenter cluster immediately. They want to use HPE OneView for vCenter (OV4VC) to perform this "bare metal to ESXi" provisioning.

What prerequisite must be met regarding the server's management state before OV4VC can deploy the OS Build Plan to it?

The server must have the VMware Tools ISO mounted in the virtual media.

The server must already have an IP address assigned to its 10Gb Data NI

The server must be booted into the UEFI Shell.

The server must be managed by the HPE OneView instance that is connected to OV4V

12. An AI team needs to access a legacy 500TB dataset stored in an on-premises Hadoop Distributed File System (HDFS) from their new HPE Private Cloud AI environment. They do not want to migrate the data.

How can HPE AI Essentials facilitate access to this external data source for training jobs?

By installing the Hadoop YARN resource manager on the Kubernetes control plane.

By converting the HDFS data into S3 objects using a permanent background job.

By configuring a Data Connector that mounts the HDFS volume or accesses it via a proxy layer, allowing the AI tools (like Spark or Notebooks) to consume the data in place.

By automatically copying the 500TB dataset to the local NVMe flash tier during the night.

13. A European healthcare provider processes patient data that is subject to strict GDPR regulations. They are considering using a public cloud AI service but are concerned about "Data Sovereignty."

Why does an on-premises HPE Private Cloud AI solution offer a superior architectural fit for this specific compliance requirement compared to a standard public cloud SaaS offering?

It prevents the AI model from learning any medical terminology.

It automatically redacts all patient names before processing.

It uses a special "GDPR-certified" hard drive firmware that public clouds do not have.

It guarantees physical data location, ensuring that patient data never leaves the specific data center jurisdiction (e.g., the EU), whereas public clouds may replicate data across regions for availability.

14. A Cloud Administrator needs to configure email notifications for critical alerts generated by the HPE AI Essentials platform. They have prepared a alertmanager_config.yaml file with the correct SMTP definitions.

To apply this configuration, which Kubernetes object in the prometheus namespace must be updated/replaced with the contents of this YAML file?

The Deployment named alertmanager.

The ConfigMap named prometheus-config.

The Secret named alertmanager-kubeprom-alertmanager (or alertmana-prometheus-kube-prometheus-alertmanager depending on version).

The Service named smtp-relay.

15. You are explaining the authentication flow for HPE AI Essentials to a customer. They ask how a user's identity and role are propagated from the HPE GreenLake cloud platform down to a specific Notebook running in the local cluster.

Which token format acts as the "passport" that carries the user's identity (claims) and permissions within the HPE AI Essentials environment after the initial OIDC handshake?

SAML 2.0 Assertion XML

Kerberos Ticket Granting Ticket (TGT)

SSH Private Key

JSON Web Token (JWT)

16. A research university needs an HPC storage solution that delivers the absolute highest available performance for their new supercomputer, which will run massive simulation workloads. They require storage controllers that offer more than double the performance of the standard E1000 system.

Which HPE Cray storage model is positioned as the "highest performance" option in the portfolio, specifically designed for these extreme requirements?

HPE Alletra 9000

HPE Cray Storage Systems C500

HPE Cray E2000

HPE Cray ClusterStor E1000

17. An AI User reports that their Spark application failed. The application pod is no longer running (terminated).

How can the user view the historical logs and execution details for this terminated application within the HPE AI Essentials environment?

Check the "Activity" tab in the HPE GreenLake console.

Access the Spark History Server from the Tools & Frameworks menu.

There is no way to view logs for terminated applications.

Use kubectl logs on the deleted pod.

18. When defining a KServe InferenceService YAML for an NVIDIA NIM that uses the Llama-3 model hosted in the HPE Private Cloud AI internal registry, what is the correct format for the runtime field in the predictor spec?

It must match the metadata.name of a valid ServingRuntime existing in the namespace.

It must reference the storage URI of the model weights.

It must specify the full container image URL (e.g., nvcr.io/nim/...).

It must be set to default-nvidia-runtime.

19. An HPC Architect is designing a supercomputer for a research lab that requires the tightest possible coupling between CPU and GPU memory to accelerate massive AI training workloads.

Which specific HPE Cray EX compute blade model features the NVIDIA GH200 Grace Hopper Superchip, providing a unified memory architecture between the ARM-based CPU and the Hopper GPU?

HPE Cray EX235a

HPE Cray XD670

HPE Cray EX425

HPE Cray EX254n

20. A customer wants to deploy an "All-Flash" HPE Cray Storage Systems C500. They have selected the baseline configuration (SMU + CSU).

What is the requirement for the Converged Storage Unit (CSU) drive population before they can add an SSU-F expansion enclosure?

The CSU must use SAS SSDs, while the SSU-F uses NVMe.

The CSU can be half-populated (12 SSDs).

The CSU must be fully populated with 24 NVMe SSDs.

The CSU must be empty, as it acts only as a controller.

21. An AI Developer has fine-tuned a Llama 3 model using a Jupyter Notebook and saved the model artifacts to a Persistent Volume Claim (PVC) named my-models-pvc. They now want to deploy this model using HPE Machine Learning Inference Software.

How should the developer configure the "Storage" source when creating the packaged model in the UI?

Upload the model files directly to the browser U

Create a new "PVC Registry" type and select it.

Select "None" for the registry and specify the URL as pvc://my-models-pvc.

The model must be moved to an S3 bucket first; PVCs are not supported for serving.

22. A Server Administrator is preparing to onboard a batch of HPE ProLiant Gen11 servers into HPE GreenLake for Compute Ops Management. The servers are currently in a "factory default" state and located behind a corporate firewall.

Which network requirement must be met to ensure the servers can successfully establish a connection to the HPE GreenLake cloud platform?

The iLO must have a public IP address assigned directly to its NI

The firewall must allow inbound traffic on TCP port 8080 from the HPE GreenLake IP ranges to the iL

The servers must have a dedicated VPN tunnel established to the HPE GreenLake data center.

The firewall must allow outbound traffic on TCP port 443 from the iLO management interface to the internet.

23. An AI Administrator is reviewing the default configuration of the Airflow instance deployed within HPE AI Essentials. They verify the settings for the standard execution pool.

What is the default number of worker slots assigned to the default_pool in the HPE AI Essentials Airflow environment?

256

32

64

128

24. An HPC administrator is managing a large cluster connected via NVIDIA InfiniBand. They need a centralized tool to discover the fabric topology, monitor congestion hotspots, and manage the Subnet Manager (SM) high-availability failover.

Which NVIDIA management software is purpose-built for these tasks?

HPE Slingshot Fabric Manager

NVIDIA Cumulus Linux

NVIDIA Unified Fabric Manager (UFM)

HPE Performance Cluster Manager (HPCM)

25. A Network Readiness Assessor is evaluating a customer's existing data center network to determine if it can support a new cluster of HPE ProLiant Compute XD685 servers for distributed AI training. The customer plans to use RoCE v2 (RDMA over Converged Ethernet) for GPU-to-GPU communication.

Which specific switch feature must be enabled and configured correctly on the customer's existing Top-of-Rack switches to ensure the "lossless" Ethernet fabric behavior required by RoCE v2?

Virtual Extensible LAN (VXLAN) encapsulation

Border Gateway Protocol (BGP) with Multipath

Spanning Tree Protocol (STP) with PortFast

Priority Flow Control (PFC) and Explicit Congestion Notification (ECN)

26. A facility manager wants to eliminate the use of energy-intensive mechanical chillers in their new HPC data center to lower the Power Usage Effectiveness (PUE).

How does the HPE Cray EX liquid cooling architecture support this "chiller-less" facility design?

The system generates its own electricity from the heat.

The system uses liquid nitrogen which cools itself.

The system vents all heat directly outside using large fans.

The Cooling Distribution Unit (CDU) supports warm water inlet temperatures up to 32C, allowing the use of evaporative cooling towers or dry coolers instead of mechanical chillers in most climates.

27. A system administrator wants to configure a policy that automatically retires a GPU page (marks it as bad) if a "Double Bit ECC Error" occurs, without crashing the running application immediately if possible.

Which NVIDIA management tool provides the "Policy-Based Management" capabilities to define and enforce such automatic responses to hardware events?

NCCL

CUDA

NVLink Switch Manager

DCGM

28. A network architect is verifying the uplink readiness for a new HPE Slingshot cluster. The design calls for the cluster to integrate directly with the customer's existing Ethernet core network to access a Data Lake.

What specific configuration must be validated on the customer's core "Edge" switches to support the aggregated uplinks from the Slingshot ToR switches?

Support for Multi-Chassis Link Aggregation (MLAG) or LACP to provide redundancy and bandwidth aggregation across multiple physical links.

Support for proprietary Cray "Aries" protocol encapsulation.

Support for 10Mbps legacy speeds for backward compatibility.

Support for InfiniBand Subnet Management (OpenSM).

29. Which set of technologies does NVIDIA Spectrum-X utilize to achieve lossless data transmission required for RDMA over Converged Ethernet (RoCE) workloads?

Transmission Control Protocol (TCP) sliding windows

Priority Flow Control (PFC) and Explicit Congestion Notification (ECN)

Spanning Tree Protocol (STP) and Shortest Path Bridging (SPB)

Fiber Channel over Ethernet (FCoE) encapsulation

30. An AI Engineer is deploying an NVIDIA NIM for a Large Language Model (LLM) on an HPE Cray XD670 system. The system has NVIDIA H100 GPUs.

Which specific optimization library does the NIM container utilize internally to parse, compile, and fuse model layers specifically for accelerating LLM inference on this hardware?

NVIDIA NeMo Curator

CUDA Basic Linear Algebra Subprograms (cuBLAS)

TensorRT-LLM

NVIDIA Collective Communications Library (NCCL)

31. An enterprise customer engages HPE for the "Container Adoption Service" to accelerate their transition to a Kubernetes-based application platform.

According to the service's "Sprint" methodology, what is the primary focus of Sprint 1?

Integrating the platform with existing infrastructure like security and storage.

Decommissioning the legacy virtualization environment.

Installing and configuring a functional container platform environment to establish the developer experience.

Moving the platform into the customer's production environment.

32. You are reviewing the facility water requirements for an HPE Rear Door Heat Exchanger (RDHX) deployment. The customer wants to connect the facility water directly to the passive door without using a Cooling Distribution Unit (CDU).

To prevent condensation (sweating) on the equipment, what is the critical requirement for the facility water temperature in relation to the room's dew point?

The water temperature must be 18C regardless of dew point.

The water temperature must be at least 5C *below* the room's dew point.

The water temperature must be at least 2C *above* the room's dew point.

The water temperature must be exactly equal to the room's dew point.

33. A facility manager is retrofitting an existing data center to support higher density HPE Cray XD clusters. The data center has limited air conditioning capacity and cannot support the heat load of the new high-wattage processors using CRAC units alone. They want a solution that attaches to the rear of the rack to neutralize the hot exhaust air before it enters the hot aisle.

Which cooling solution meets these requirements?

HPE Rear Door Heat Exchanger (RDHX)

HPE Adaptive Rack Cooling Solution (ARCS)

Direct Liquid Cooling (DLC) with fan

In-Row Cooling Units

34. An AI Administrator has imported a custom Helm chart as a new framework in HPE AI Essentials. After installation, the framework tile appears in the dashboard, but the "Open" button (endpoint link) is missing or does not direct the user to the correct application URL.

Which specific configuration file within the Helm chart should the administrator verify to ensure the ezua.virtualService.endpoint value is correctly defined?

requirements.yaml

values.yaml

setup.py

Chart.yaml

35. You are reviewing the architecture of a Kubeflow Pipeline run. Each step in the pipeline (e.g., Preprocess -> Train -> Evaluate) runs as a separate Pod.

How do these separate steps (Pods) typically share large datasets or model artifacts between them within the pipeline workflow?

By passing data through a shared Persistent Volume (PV) or Object Store (MinIO/S3) artifact repository.

By encoding the entire dataset into the command-line arguments of the next step.

By writing data to the /tmp directory of the node.

By sending the data directly via HTTP POST requests between pods.

36. A healthcare organization is evaluating the security risks of deploying a generative AI chatbot for patient data in the public cloud versus HPE Private Cloud AI.

Which specific security concern associated with public cloud multi-tenancy does an isolated HPE Private Cloud AI solution mitigate?

The lack of Role-Based Access Control (RBAC) in public cloud platforms.

The inability to use SSL/TLS encryption for data in transit.

The risk that the AI model will hallucinate incorrect medical advice.

The risk that the cloud provider's support engineers might have privileged access to the underlying infrastructure during troubleshooting, potentially exposing sensitive patient data.

37. An AI Developer is writing a Python script to submit a job to the Ray cluster using the JobSubmissionClient. They need to specify the correct address and port to connect to the Ray Head service.

Which TCP port is used by the JobSubmissionClient (and the Ray Dashboard) to interact with the Ray Head node?

8265

6379

8080

10001

38. You are planning the resource reservation for an NVIDIA NIM deployment. You check the "NVIDIA NIM Support Matrix" and identify a "Latency" profile for your specific LLM and GPU combination.

What does a "Latency" optimized profile primarily aim to minimize?

Time to First Token (TTFT) and Inter-Token Latency (ITL).

The total number of concurrent requests per second (RPS).

The disk space used by the model weights.

The total number of GPUs required.

39. A customer is deploying VMware Cloud Foundation (VCF) on HPE ProLiant DL380 Gen10 Plus servers. They want to automate the lifecycle management of the physical server firmware and drivers directly through the vCenter interface, integrated with vSphere Lifecycle Manager (vLCM).

Which HPE software plugin is required to bridge vCenter with the underlying HPE hardware management to enable this "Hardware Support Manager" (HSM) functionality?

HPE InfoSight for Servers

HPE Compute Ops Management

HPE iLO Amplifier Pack

HPE OneView for VMware vCenter (OV4VC)

40. A user wants to run a distributed machine learning workload using Ray. They open a standard Jupyter Notebook in HPE AI Essentials.

How can the user access the pre-installed Ray libraries and environment within the Notebook interface?

By connecting to the kuberay-operator pod via SS

By creating a new Conda environment and activating it.

By selecting the Ray kernel from the notebook launcher or kernel selection menu.

By manually running pip install ray in a terminal window.

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