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NCP-AII Questions & Answers
Exam Code: NCP-AII
Exam Name: NCP-AI Infrastructure
Certification Provider: NVIDIA
NCP-AII Premium File
170 Questions & Answers
Last Update: Nov 6, 2026
Includes questions types found on actual exam such as drag and drop, simulation, type in, and fill in the blank.
Verified by experts
NCP-AII Questions & Answers
Exam Code: NCP-AII
Exam Name: NCP-AI Infrastructure
Certification Provider: NVIDIA
NCP-AII Premium File
170 Questions & Answers
Last Update: Nov 6, 2026
Includes questions types found on actual exam such as drag and drop, simulation, type in, and fill in the blank.
$87.99
$79.99

NCP-AI Infrastructure NCP-AII Practice Test 24

Question 230

During an AI-factory acceptance review, the following condition is observed: an engineer flashes a BFB image to BlueField without verifying that it targets the installed hardware generation. What should the infrastructure engineer do FIRST?

  1. verify embedded DPU OS boot and its supported management route independently
  2. stage and verify a supported signed BFB image for that DPU model
  3. set the supported DPU mode according to the approved architecture and vendor procedure
  4. restrict DPU management accounts and reachability independently from workload users

Explanation

Correct Answer

B:

Correct. This directly resolves DPU operating-system image compatibility and provenance were not validated. A valid handover should also demonstrate firmware install and first boot complete with the approved DPU OS identity.

Incorrect Answers

A:

“verify embedded DPU OS boot and its supported management route independently” addresses host PCIe enumeration was treated as proof of DPU control-plane readiness, but the current hardware or infrastructure issue is dPU operating-system image compatibility and provenance were not validated. The option “stage and verify a supported signed BFB image for that DPU model” is more directly tied to the required outcome.

C:

“set the supported DPU mode according to the approved architecture and vendor procedure” addresses blueField mode and host ownership assumptions are incompatible with intended offload, but the current hardware or infrastructure issue is dPU operating-system image compatibility and provenance were not validated. The option “stage and verify a supported signed BFB image for that DPU model” is more directly tied to the required outcome.

D:

“restrict DPU management accounts and reachability independently from workload users” addresses dPU administrative trust boundary was not configured for a production cluster, but the current hardware or infrastructure issue is dPU operating-system image compatibility and provenance were not validated. The option “stage and verify a supported signed BFB image for that DPU model” is more directly tied to the required outcome.

Question 231

After applying 'stage and verify a supported signed BFB image for that DPU model' in an NVIDIA AI factory, what would be the MOST relevant operational verification?

  1. DPU management recovers and the host sees restored network functions
  2. unauthorized host processes cannot reach DPU admin endpoints and logged authorized access succeeds
  3. tested traffic increments the expected hardware counters with approved offload behavior
  4. firmware install and first boot complete with the approved DPU OS identity

Explanation

Correct Answer

D:

Correct. It specifically tests the outcome of the approved remediation. The failure mechanism was DPU operating-system image compatibility and provenance were not validated; the listed result demonstrates the expected behavior.

Incorrect Answers

A:

“DPU management recovers and the host sees restored network functions” addresses embedded DPU lifecycle is independent of the host reboot action, but the current hardware or infrastructure issue is dPU operating-system image compatibility and provenance were not validated. The option “firmware install and first boot complete with the approved DPU OS identity” is more directly tied to the required outcome.

B:

“unauthorized host processes cannot reach DPU admin endpoints and logged authorized access succeeds” addresses dPU administrative trust boundary was not configured for a production cluster, but the current hardware or infrastructure issue is dPU operating-system image compatibility and provenance were not validated. The option “firmware install and first boot complete with the approved DPU OS identity” is more directly tied to the required outcome.

C:

“tested traffic increments the expected hardware counters with approved offload behavior” addresses software configuration presence was mistaken for actual offload operation, but the current hardware or infrastructure issue is dPU operating-system image compatibility and provenance were not validated. The option “firmware install and first boot complete with the approved DPU OS identity” is more directly tied to the required outcome.

Question 232

At a GPU cluster site, a telemetry dashboard reports successful DPU packet offload without checking hardware counters and host CPU use. Which remediation best targets the underlying cause?

  1. compare DPU steering and packet counters with workload CPU and flow tests
  2. restrict DPU management accounts and reachability independently from workload users
  3. verify embedded DPU OS boot and its supported management route independently
  4. set the supported DPU mode according to the approved architecture and vendor procedure

Explanation

Correct Answer

A:

Correct. The incident follows from software configuration presence was mistaken for actual offload operation. This action changes the failing dependency, with tested traffic increments the expected hardware counters with approved offload behavior as a measurable success criterion.

Incorrect Answers

B:

“restrict DPU management accounts and reachability independently from workload users” addresses dPU administrative trust boundary was not configured for a production cluster, but the current hardware or infrastructure issue is software configuration presence was mistaken for actual offload operation. The option “compare DPU steering and packet counters with workload CPU and flow tests” is more directly tied to the required outcome.

C:

“verify embedded DPU OS boot and its supported management route independently” addresses host PCIe enumeration was treated as proof of DPU control-plane readiness, but the current hardware or infrastructure issue is software configuration presence was mistaken for actual offload operation. The option “compare DPU steering and packet counters with workload CPU and flow tests” is more directly tied to the required outcome.

D:

Useful for BlueField mode and host ownership assumptions are incompatible with intended offload, but it does not remove the specific condition: software configuration presence was mistaken for actual offload operation.

Question 233

For a controlled change involving 'compare DPU steering and packet counters with workload CPU and flow tests', which acceptance evidence would best establish the intended outcome?

  1. expected host traffic exits the correct fabric port under packet capture
  2. tested traffic increments the expected hardware counters with approved offload behavior
  3. firmware install and first boot complete with the approved DPU OS identity
  4. cross-tenant probe traffic is blocked while permitted offloaded flows succeed

Explanation

Correct Answer

B:

Correct. It specifically tests the outcome of the approved remediation. The failure mechanism was software configuration presence was mistaken for actual offload operation; the listed result demonstrates the expected behavior.

Incorrect Answers

A:

“expected host traffic exits the correct fabric port under packet capture” addresses dPU physical port topology and host-facing interface mapping are inconsistent, but the current hardware or infrastructure issue is software configuration presence was mistaken for actual offload operation. The option “tested traffic increments the expected hardware counters with approved offload behavior” is more directly tied to the required outcome.

C:

“firmware install and first boot complete with the approved DPU OS identity” addresses dPU operating-system image compatibility and provenance were not validated, but the current hardware or infrastructure issue is software configuration presence was mistaken for actual offload operation. The option “tested traffic increments the expected hardware counters with approved offload behavior” is more directly tied to the required outcome.

D:

“cross-tenant probe traffic is blocked while permitted offloaded flows succeed” addresses accelerator offload network rules violate tenant isolation requirements, but the current hardware or infrastructure issue is software configuration presence was mistaken for actual offload operation. The option “tested traffic increments the expected hardware counters with approved offload behavior” is more directly tied to the required outcome.

Question 234

During a readiness assessment, a platform team enables BlueField services before isolating management-plane credentials from host application users. Which correction should be prioritized?

  1. verify embedded DPU OS boot and its supported management route independently
  2. compare DPU steering and packet counters with workload CPU and flow tests
  3. restrict DPU management accounts and reachability independently from workload users
  4. stage and verify a supported signed BFB image for that DPU model

Explanation

Correct Answer

C:

Correct. The incident follows from DPU administrative trust boundary was not configured for a production cluster. This action changes the failing dependency, with unauthorized host processes cannot reach DPU admin endpoints and logged authorized access succeeds as a measurable success criterion.

Incorrect Answers

A:

“verify embedded DPU OS boot and its supported management route independently” addresses host PCIe enumeration was treated as proof of DPU control-plane readiness, but the current hardware or infrastructure issue is dPU administrative trust boundary was not configured for a production cluster. The option “restrict DPU management accounts and reachability independently from workload users” is more directly tied to the required outcome.

B:

Useful for software configuration presence was mistaken for actual offload operation, but it does not remove the specific condition: DPU administrative trust boundary was not configured for a production cluster.

D:

“stage and verify a supported signed BFB image for that DPU model” addresses dPU operating-system image compatibility and provenance were not validated, but the current hardware or infrastructure issue is dPU administrative trust boundary was not configured for a production cluster. The option “restrict DPU management accounts and reachability independently from workload users” is more directly tied to the required outcome.

Question 235

A team implements the correction 'restrict DPU management accounts and reachability independently from workload users' for a GPU cluster problem. Which observed result MOST convincingly proves it worked?

  1. authenticated DPU management session returns platform health and operating version
  2. unauthorized host processes cannot reach DPU admin endpoints and logged authorized access succeeds
  3. firmware install and first boot complete with the approved DPU OS identity
  4. reported software and device firmware versions match the qualified stack

Explanation

Correct Answer

B:

Correct. This result validates the change in service conditions and is the closest evidence that DPU administrative trust boundary was not configured for a production cluster is no longer causing the issue.

Incorrect Answers

A:

“authenticated DPU management session returns platform health and operating version” addresses host PCIe enumeration was treated as proof of DPU control-plane readiness, but the current hardware or infrastructure issue is dPU administrative trust boundary was not configured for a production cluster. The option “unauthorized host processes cannot reach DPU admin endpoints and logged authorized access succeeds” is more directly tied to the required outcome.

C:

“firmware install and first boot complete with the approved DPU OS identity” addresses dPU operating-system image compatibility and provenance were not validated, but the current hardware or infrastructure issue is dPU administrative trust boundary was not configured for a production cluster. The option “unauthorized host processes cannot reach DPU admin endpoints and logged authorized access succeeds” is more directly tied to the required outcome.

D:

“reported software and device firmware versions match the qualified stack” addresses dPU firmware and DOCA version compatibility was not established, but the current hardware or infrastructure issue is dPU administrative trust boundary was not configured for a production cluster. The option “unauthorized host processes cannot reach DPU admin endpoints and logged authorized access succeeds” is more directly tied to the required outcome.

Question 236

During an AI-factory acceptance review, the following condition is observed: a shared A100 GPU is assigned to independent tenants without partitioning even though isolation is required. What should the infrastructure engineer do FIRST?

  1. select a supported instance profile providing sufficient memory and compute resources
  2. drain workloads and follow the supported MIG reconfiguration procedure
  3. benchmark candidate MIG sizes and choose the qualified performance profile
  4. enable supported MIG mode and create qualified GPU and compute instances

Explanation

Correct Answer

D:

Correct. This directly resolves whole-device scheduling cannot provide requested MIG resource isolation. A valid handover should also demonstrate nvidia-smi displays intended MIG instances and tenant jobs run on assigned devices.

Incorrect Answers

A:

“select a supported instance profile providing sufficient memory and compute resources” addresses requested MIG instance memory profile does not meet workload demand, but the current hardware or infrastructure issue is whole-device scheduling cannot provide requested MIG resource isolation. The option “enable supported MIG mode and create qualified GPU and compute instances” is more directly tied to the required outcome.

B:

“drain workloads and follow the supported MIG reconfiguration procedure” addresses changing GPU partition mode has workload disruption and reset implications, but the current hardware or infrastructure issue is whole-device scheduling cannot provide requested MIG resource isolation. The option “enable supported MIG mode and create qualified GPU and compute instances” is more directly tied to the required outcome.

C:

“benchmark candidate MIG sizes and choose the qualified performance profile” addresses compute instance capacity and workload demand are mismatched, but the current hardware or infrastructure issue is whole-device scheduling cannot provide requested MIG resource isolation. The option “enable supported MIG mode and create qualified GPU and compute instances” is more directly tied to the required outcome.

Question 237

After applying 'enable supported MIG mode and create qualified GPU and compute instances' in an NVIDIA AI factory, what would be the MOST relevant operational verification?

  1. scheduled processes see only their assigned MIG UUID and profile
  2. the job allocates its working set and completes within its assigned instance
  3. no jobs occupy the target GPU during mode change and new instances enumerate afterward
  4. nvidia-smi displays intended MIG instances and tenant jobs run on assigned devices

Explanation

Correct Answer

D:

Correct. This result validates the change in service conditions and is the closest evidence that whole-device scheduling cannot provide requested MIG resource isolation is no longer causing the issue.

Incorrect Answers

A:

“scheduled processes see only their assigned MIG UUID and profile” addresses scheduler resource discovery does not match physical GPU partitioning, but the current hardware or infrastructure issue is whole-device scheduling cannot provide requested MIG resource isolation. The option “nvidia-smi displays intended MIG instances and tenant jobs run on assigned devices” is more directly tied to the required outcome.

B:

“the job allocates its working set and completes within its assigned instance” addresses requested MIG instance memory profile does not meet workload demand, but the current hardware or infrastructure issue is whole-device scheduling cannot provide requested MIG resource isolation. The option “nvidia-smi displays intended MIG instances and tenant jobs run on assigned devices” is more directly tied to the required outcome.

C:

“no jobs occupy the target GPU during mode change and new instances enumerate afterward” addresses changing GPU partition mode has workload disruption and reset implications, but the current hardware or infrastructure issue is whole-device scheduling cannot provide requested MIG resource isolation. The option “nvidia-smi displays intended MIG instances and tenant jobs run on assigned devices” is more directly tied to the required outcome.

Question 238

At a GPU cluster site, a job requires 20 GB of GPU memory but receives an undersized MIG profile and fails allocation. Which remediation best targets the underlying cause?

  1. enable supported MIG mode and create qualified GPU and compute instances
  2. configure MIG-aware device discovery and allocation to scheduler resources
  3. select a supported instance profile providing sufficient memory and compute resources
  4. benchmark candidate MIG sizes and choose the qualified performance profile

Explanation

Correct Answer

C:

Correct. The incident follows from requested MIG instance memory profile does not meet workload demand. This action changes the failing dependency, with the job allocates its working set and completes within its assigned instance as a measurable success criterion.

Incorrect Answers

A:

“enable supported MIG mode and create qualified GPU and compute instances” addresses whole-device scheduling cannot provide requested MIG resource isolation, but the current hardware or infrastructure issue is requested MIG instance memory profile does not meet workload demand. The option “select a supported instance profile providing sufficient memory and compute resources” is more directly tied to the required outcome.

B:

Useful for scheduler resource discovery does not match physical GPU partitioning, but it does not remove the specific condition: requested MIG instance memory profile does not meet workload demand.

D:

“benchmark candidate MIG sizes and choose the qualified performance profile” addresses compute instance capacity and workload demand are mismatched, but the current hardware or infrastructure issue is requested MIG instance memory profile does not meet workload demand. The option “select a supported instance profile providing sufficient memory and compute resources” is more directly tied to the required outcome.

Question 239

For a controlled change involving 'select a supported instance profile providing sufficient memory and compute resources', which acceptance evidence would best establish the intended outcome?

  1. measured latency and throughput meet service thresholds per assigned instance
  2. HPC allocation obtains the required visible memory and completes its workload
  3. instance inventories and cross-tenant resource tests show prescribed separation
  4. the job allocates its working set and completes within its assigned instance

Explanation

Correct Answer

D:

Correct. It specifically tests the outcome of the approved remediation. The failure mechanism was requested MIG instance memory profile does not meet workload demand; the listed result demonstrates the expected behavior.

Incorrect Answers

A:

“measured latency and throughput meet service thresholds per assigned instance” addresses compute instance capacity and workload demand are mismatched, but the current hardware or infrastructure issue is requested MIG instance memory profile does not meet workload demand. The option “the job allocates its working set and completes within its assigned instance” is more directly tied to the required outcome.

B:

“HPC allocation obtains the required visible memory and completes its workload” addresses workload shape conflicts with the partition strategy, but the current hardware or infrastructure issue is requested MIG instance memory profile does not meet workload demand. The option “the job allocates its working set and completes within its assigned instance” is more directly tied to the required outcome.

C:

“instance inventories and cross-tenant resource tests show prescribed separation” addresses isolation requirements were not translated into appropriate MIG instance assignments, but the current hardware or infrastructure issue is requested MIG instance memory profile does not meet workload demand. The option “the job allocates its working set and completes within its assigned instance” is more directly tied to the required outcome.

Question 240

During a readiness assessment, an administrator enables MIG and expects a previously running CUDA job to survive without interruption. Which correction should be prioritized?

  1. benchmark candidate MIG sizes and choose the qualified performance profile
  2. enable supported MIG mode and create qualified GPU and compute instances
  3. drain workloads and follow the supported MIG reconfiguration procedure
  4. enumerate valid MIG profiles for the exact GPU before creating instances

Explanation

Correct Answer

C:

Correct. This is the corrective step for changing GPU partition mode has workload disruption and reset implications; it addresses the failure at its source. The confirming observation is no jobs occupy the target GPU during mode change and new instances enumerate afterward.

Incorrect Answers

A:

“benchmark candidate MIG sizes and choose the qualified performance profile” addresses compute instance capacity and workload demand are mismatched, but the current hardware or infrastructure issue is changing GPU partition mode has workload disruption and reset implications. The option “drain workloads and follow the supported MIG reconfiguration procedure” is more directly tied to the required outcome.

B:

“enable supported MIG mode and create qualified GPU and compute instances” addresses whole-device scheduling cannot provide requested MIG resource isolation, but the current hardware or infrastructure issue is changing GPU partition mode has workload disruption and reset implications. The option “drain workloads and follow the supported MIG reconfiguration procedure” is more directly tied to the required outcome.

D:

Useful for MIG profile capabilities are device-generation and profile specific, but it does not remove the specific condition: changing GPU partition mode has workload disruption and reset implications.

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