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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.
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$79.99

NCP-AI Infrastructure NCP-AII Practice Test 59

Question 580

An engineer claims the change 'rerun the entire approved continuous HPL burn-in interval' restored readiness. Which measurable test result would substantiate that claim?

  1. the full planned interval completes with valid residual and no reset
  2. result logs show the full planned active duration with no interruption
  3. repeat extended HPL returns correct numerical solution at every required stage
  4. sustained multi-node HPL load stays below site power limits

Explanation

Correct Answer

B:

Correct. This is observable proof for the intended change, not just evidence that a command was issued. It establishes result logs show the full planned active duration with no interruption, addressing the validation run did not maintain uninterrupted stress for the required duration.

Incorrect Answers

A:

“the full planned interval completes with valid residual and no reset” addresses short HPL runs did not test sustained power thermal and memory stability, but the current hardware or infrastructure issue is the validation run did not maintain uninterrupted stress for the required duration. The option “result logs show the full planned active duration with no interruption” is more directly tied to the required outcome.

C:

“repeat extended HPL returns correct numerical solution at every required stage” addresses numerical validity is a required condition throughout performance acceptance, but the current hardware or infrastructure issue is the validation run did not maintain uninterrupted stress for the required duration. The option “result logs show the full planned active duration with no interruption” is more directly tied to the required outcome.

D:

“sustained multi-node HPL load stays below site power limits” addresses combined electrical headroom was not exercised under synchronized compute duty, but the current hardware or infrastructure issue is the validation run did not maintain uninterrupted stress for the required duration. The option “result logs show the full planned active duration with no interruption” is more directly tied to the required outcome.

Question 581

A validation report notes: a GPU memory ECC warning appears only in later HPL runs while the benchmark continues. What is the MOST defensible next action?

  1. rerun the entire approved continuous HPL burn-in interval
  2. check GPU ECC events and isolate the suspected memory device
  3. correlate full-cluster HPL burn-in with rack and feed measurements
  4. compare HPL.dat versions driver runtime and NUMA affinity across cohorts

Explanation

Correct Answer

B:

Correct. This is the corrective step for latent memory faults are surfacing during repeated compute and memory stress; it addresses the failure at its source. The confirming observation is completed replacement or remediation yields error-free full-duration HPL.

Incorrect Answers

A:

“rerun the entire approved continuous HPL burn-in interval” addresses the validation run did not maintain uninterrupted stress for the required duration, but the current hardware or infrastructure issue is latent memory faults are surfacing during repeated compute and memory stress. The option “check GPU ECC events and isolate the suspected memory device” is more directly tied to the required outcome.

C:

Useful for combined electrical headroom was not exercised under synchronized compute duty, but it does not remove the specific condition: latent memory faults are surfacing during repeated compute and memory stress.

D:

“compare HPL.dat versions driver runtime and NUMA affinity across cohorts” addresses node software or affinity settings produce inconsistent compute efficiency, but the current hardware or infrastructure issue is latent memory faults are surfacing during repeated compute and memory stress. The option “check GPU ECC events and isolate the suspected memory device” is more directly tied to the required outcome.

Question 582

The site has performed 'check GPU ECC events and isolate the suspected memory device'. Which direct result is needed to close this issue rather than merely check a configuration?

  1. sustained multi-node HPL load stays below site power limits
  2. repeat extended HPL returns correct numerical solution at every required stage
  3. the full planned interval completes with valid residual and no reset
  4. completed replacement or remediation yields error-free full-duration HPL

Explanation

Correct Answer

D:

Correct. This is observable proof for the intended change, not just evidence that a command was issued. It establishes completed replacement or remediation yields error-free full-duration HPL, addressing latent memory faults are surfacing during repeated compute and memory stress.

Incorrect Answers

A:

“sustained multi-node HPL load stays below site power limits” addresses combined electrical headroom was not exercised under synchronized compute duty, but the current hardware or infrastructure issue is latent memory faults are surfacing during repeated compute and memory stress. The option “completed replacement or remediation yields error-free full-duration HPL” is more directly tied to the required outcome.

B:

“repeat extended HPL returns correct numerical solution at every required stage” addresses numerical validity is a required condition throughout performance acceptance, but the current hardware or infrastructure issue is latent memory faults are surfacing during repeated compute and memory stress. The option “completed replacement or remediation yields error-free full-duration HPL” is more directly tied to the required outcome.

C:

“the full planned interval completes with valid residual and no reset” addresses short HPL runs did not test sustained power thermal and memory stability, but the current hardware or infrastructure issue is latent memory faults are surfacing during repeated compute and memory stress. The option “completed replacement or remediation yields error-free full-duration HPL” is more directly tied to the required outcome.

Question 583

A benchmark report omits the CPU and GPU power caps that were in place during HPL burn-in. Which corrective action is MOST appropriate before commissioning can proceed?

  1. capture clock power and thermal settings alongside each burn-in record
  2. investigate node cooling and log steady-state GPU clock and temperature
  3. correlate full-cluster HPL burn-in with rack and feed measurements
  4. perform extended qualified HPL burn-in under hardware monitoring

Explanation

Correct Answer

A:

Correct. This directly resolves power-policy differences prevent reliable comparison of sustained performance. A valid handover should also demonstrate report contains compatible settings and reproduced performance within tolerance.

Incorrect Answers

B:

“investigate node cooling and log steady-state GPU clock and temperature” addresses sustained matrix performance is limited by thermal throttling, but the current hardware or infrastructure issue is power-policy differences prevent reliable comparison of sustained performance. The option “capture clock power and thermal settings alongside each burn-in record” is more directly tied to the required outcome.

C:

“correlate full-cluster HPL burn-in with rack and feed measurements” addresses combined electrical headroom was not exercised under synchronized compute duty, but the current hardware or infrastructure issue is power-policy differences prevent reliable comparison of sustained performance. The option “capture clock power and thermal settings alongside each burn-in record” is more directly tied to the required outcome.

D:

“perform extended qualified HPL burn-in under hardware monitoring” addresses short HPL runs did not test sustained power thermal and memory stability, but the current hardware or infrastructure issue is power-policy differences prevent reliable comparison of sustained performance. The option “capture clock power and thermal settings alongside each burn-in record” is more directly tied to the required outcome.

Question 584

The implementation team reports that it has completed 'capture clock power and thermal settings alongside each burn-in record'. Which evidence should the acceptance reviewer request?

  1. clocks and FLOPS remain consistent after thermal equilibrium
  2. normalized per-node results converge within approved performance variance
  3. report contains compatible settings and reproduced performance within tolerance
  4. the full planned interval completes with valid residual and no reset

Explanation

Correct Answer

C:

Correct. It specifically tests the outcome of the approved remediation. The failure mechanism was power-policy differences prevent reliable comparison of sustained performance; the listed result demonstrates the expected behavior.

Incorrect Answers

A:

“clocks and FLOPS remain consistent after thermal equilibrium” addresses sustained matrix performance is limited by thermal throttling, but the current hardware or infrastructure issue is power-policy differences prevent reliable comparison of sustained performance. The option “report contains compatible settings and reproduced performance within tolerance” is more directly tied to the required outcome.

B:

“normalized per-node results converge within approved performance variance” addresses node software or affinity settings produce inconsistent compute efficiency, but the current hardware or infrastructure issue is power-policy differences prevent reliable comparison of sustained performance. The option “report contains compatible settings and reproduced performance within tolerance” is more directly tied to the required outcome.

D:

“the full planned interval completes with valid residual and no reset” addresses short HPL runs did not test sustained power thermal and memory stability, but the current hardware or infrastructure issue is power-policy differences prevent reliable comparison of sustained performance. The option “report contains compatible settings and reproduced performance within tolerance” is more directly tied to the required outcome.

Question 585

An NVIDIA infrastructure team reports this operational finding: an LLM fine-tuning job runs for five minutes but fails after repeated checkpoint writes during a NeMo training burn-in. Which action MOST directly addresses it?

  1. run an approved duration NeMo workload including periodic checkpoints
  2. aggregate logs and health traces from every rank during NeMo burn-in
  3. correlate NeMo parallelism settings NCCL traces and rank logs
  4. pin dataset model tokenizer and NeMo configuration versions for the burn-in

Explanation

Correct Answer

A:

Correct. The underlying problem is short framework smoke tests missed cumulative training and storage faults. This intervention targets that mechanism. Confirm completion through sustained run creates and restores valid checkpoints without failure.

Incorrect Answers

B:

“aggregate logs and health traces from every rank during NeMo burn-in” addresses multi-rank failure investigation lacks complete framework and communication records, but the current hardware or infrastructure issue is short framework smoke tests missed cumulative training and storage faults. The option “run an approved duration NeMo workload including periodic checkpoints” is more directly tied to the required outcome.

C:

Useful for framework collective configuration or interconnect stability is unverified, but it does not remove the specific condition: short framework smoke tests missed cumulative training and storage faults.

D:

“pin dataset model tokenizer and NeMo configuration versions for the burn-in” addresses workload artifacts and configuration differ from the approved reference, but the current hardware or infrastructure issue is short framework smoke tests missed cumulative training and storage faults. The option “run an approved duration NeMo workload including periodic checkpoints” is more directly tied to the required outcome.

Question 586

An engineer claims the change 'run an approved duration NeMo workload including periodic checkpoints' restored readiness. Which measurable test result would substantiate that claim?

  1. expected steps complete with stable loss and valid output checkpoints
  2. isolated failing rank and recovery evidence support a full passing rerun
  3. sustained run creates and restores valid checkpoints without failure
  4. full framework run maintains accepted training speed without unexpected throttling

Explanation

Correct Answer

C:

Correct. This result validates the change in service conditions and is the closest evidence that short framework smoke tests missed cumulative training and storage faults is no longer causing the issue.

Incorrect Answers

A:

“expected steps complete with stable loss and valid output checkpoints” addresses framework start-up is not evidence that the training workload computes correctly, but the current hardware or infrastructure issue is short framework smoke tests missed cumulative training and storage faults. The option “sustained run creates and restores valid checkpoints without failure” is more directly tied to the required outcome.

B:

“isolated failing rank and recovery evidence support a full passing rerun” addresses multi-rank failure investigation lacks complete framework and communication records, but the current hardware or infrastructure issue is short framework smoke tests missed cumulative training and storage faults. The option “sustained run creates and restores valid checkpoints without failure” is more directly tied to the required outcome.

D:

“full framework run maintains accepted training speed without unexpected throttling” addresses application-specific workload characteristics expose thermal or power behavior absent in HPL, but the current hardware or infrastructure issue is short framework smoke tests missed cumulative training and storage faults. The option “sustained run creates and restores valid checkpoints without failure” is more directly tied to the required outcome.

Question 587

A validation report notes: a NeMo test achieves expected tokens per second at batch start but steadily declines when input workers saturate. What is the MOST defensible next action?

  1. pin dataset model tokenizer and NeMo configuration versions for the burn-in
  2. profile dataloader queue memory and storage performance over the burn-in
  3. profile CPU RAM consumption and correct leaking workers or buffering
  4. aggregate logs and health traces from every rank during NeMo burn-in

Explanation

Correct Answer

B:

Correct. The incident follows from end-to-end training pipeline throughput is constrained by data loading. This action changes the failing dependency, with sustained training throughput remains within the accepted rate band as a measurable success criterion.

Incorrect Answers

A:

Useful for workload artifacts and configuration differ from the approved reference, but it does not remove the specific condition: end-to-end training pipeline throughput is constrained by data loading.

C:

“profile CPU RAM consumption and correct leaking workers or buffering” addresses host-side input or optimizer memory growth was not monitored, but the current hardware or infrastructure issue is end-to-end training pipeline throughput is constrained by data loading. The option “profile dataloader queue memory and storage performance over the burn-in” is more directly tied to the required outcome.

D:

“aggregate logs and health traces from every rank during NeMo burn-in” addresses multi-rank failure investigation lacks complete framework and communication records, but the current hardware or infrastructure issue is end-to-end training pipeline throughput is constrained by data loading. The option “profile dataloader queue memory and storage performance over the burn-in” is more directly tied to the required outcome.

Question 588

The site has performed 'profile dataloader queue memory and storage performance over the burn-in'. Which direct result is needed to close this issue rather than merely check a configuration?

  1. comparable runs reproduce expected loss and throughput within tolerance
  2. full framework run maintains accepted training speed without unexpected throttling
  3. sustained run creates and restores valid checkpoints without failure
  4. sustained training throughput remains within the accepted rate band

Explanation

Correct Answer

D:

Correct. The test directly checks whether end-to-end training pipeline throughput is constrained by data loading has been remediated. That result supports operational acceptance rather than only configuration presence.

Incorrect Answers

A:

“comparable runs reproduce expected loss and throughput within tolerance” addresses workload artifacts and configuration differ from the approved reference, but the current hardware or infrastructure issue is end-to-end training pipeline throughput is constrained by data loading. The option “sustained training throughput remains within the accepted rate band” is more directly tied to the required outcome.

B:

“full framework run maintains accepted training speed without unexpected throttling” addresses application-specific workload characteristics expose thermal or power behavior absent in HPL, but the current hardware or infrastructure issue is end-to-end training pipeline throughput is constrained by data loading. The option “sustained training throughput remains within the accepted rate band” is more directly tied to the required outcome.

C:

“sustained run creates and restores valid checkpoints without failure” addresses short framework smoke tests missed cumulative training and storage faults, but the current hardware or infrastructure issue is end-to-end training pipeline throughput is constrained by data loading. The option “sustained training throughput remains within the accepted rate band” is more directly tied to the required outcome.

Question 589

A multi-GPU NeMo training job hangs during tensor-parallel communication while isolated CUDA tests succeed. Which corrective action is MOST appropriate before commissioning can proceed?

  1. pin dataset model tokenizer and NeMo configuration versions for the burn-in
  2. correlate NeMo parallelism settings NCCL traces and rank logs
  3. monitor NeMo GPU utilization clocks and power during representative training
  4. run an approved duration NeMo workload including periodic checkpoints

Explanation

Correct Answer

B:

Correct. This is the corrective step for framework collective configuration or interconnect stability is unverified; it addresses the failure at its source. The confirming observation is parallel training proceeds through expected steps without collective deadlock.

Incorrect Answers

A:

“pin dataset model tokenizer and NeMo configuration versions for the burn-in” addresses workload artifacts and configuration differ from the approved reference, but the current hardware or infrastructure issue is framework collective configuration or interconnect stability is unverified. The option “correlate NeMo parallelism settings NCCL traces and rank logs” is more directly tied to the required outcome.

C:

Useful for application-specific workload characteristics expose thermal or power behavior absent in HPL, but it does not remove the specific condition: framework collective configuration or interconnect stability is unverified.

D:

“run an approved duration NeMo workload including periodic checkpoints” addresses short framework smoke tests missed cumulative training and storage faults, but the current hardware or infrastructure issue is framework collective configuration or interconnect stability is unverified. The option “correlate NeMo parallelism settings NCCL traces and rank logs” is more directly tied to the required outcome.

Question 590

The implementation team reports that it has completed 'correlate NeMo parallelism settings NCCL traces and rank logs'. Which evidence should the acceptance reviewer request?

  1. expected steps complete with stable loss and valid output checkpoints
  2. parallel training proceeds through expected steps without collective deadlock
  3. full framework run maintains accepted training speed without unexpected throttling
  4. comparable runs reproduce expected loss and throughput within tolerance

Explanation

Correct Answer

B:

Correct. The test directly checks whether framework collective configuration or interconnect stability is unverified has been remediated. That result supports operational acceptance rather than only configuration presence.

Incorrect Answers

A:

“expected steps complete with stable loss and valid output checkpoints” addresses framework start-up is not evidence that the training workload computes correctly, but the current hardware or infrastructure issue is framework collective configuration or interconnect stability is unverified. The option “parallel training proceeds through expected steps without collective deadlock” is more directly tied to the required outcome.

C:

“full framework run maintains accepted training speed without unexpected throttling” addresses application-specific workload characteristics expose thermal or power behavior absent in HPL, but the current hardware or infrastructure issue is framework collective configuration or interconnect stability is unverified. The option “parallel training proceeds through expected steps without collective deadlock” is more directly tied to the required outcome.

D:

“comparable runs reproduce expected loss and throughput within tolerance” addresses workload artifacts and configuration differ from the approved reference, but the current hardware or infrastructure issue is framework collective configuration or interconnect stability is unverified. The option “parallel training proceeds through expected steps without collective deadlock” is more directly tied to the required outcome.

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