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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 44

Question 430

At a GPU cluster site, an engineer runs local NCCL with an unrelated CUDA_VISIBLE_DEVICES value that excludes half the installed GPUs. Which remediation best targets the underlying cause?

  1. isolate link errors with repeated peer-transfer and NCCL tests under load
  2. validate NVLink Switch status and GPU peer link topology with supported tools
  3. check unique rank mapping and supported local collective configuration
  4. set device visibility for all GPUs under the approved local test

Explanation

Correct Answer

D:

Correct. The underlying problem is accelerator visibility mask does not match the intended test scope. This intervention targets that mechanism. Confirm completion through all intended device UUIDs appear in NCCL ranks and test summary.

Incorrect Answers

A:

“isolate link errors with repeated peer-transfer and NCCL tests under load” addresses collective communication stability was not included in component acceptance, but the current hardware or infrastructure issue is accelerator visibility mask does not match the intended test scope. The option “set device visibility for all GPUs under the approved local test” is more directly tied to the required outcome.

B:

Useful for switch power state does not prove functioning data-plane interconnect, but it does not remove the specific condition: accelerator visibility mask does not match the intended test scope.

C:

“check unique rank mapping and supported local collective configuration” addresses local rank and GPU device assignments are inconsistent at full cardinality, but the current hardware or infrastructure issue is accelerator visibility mask does not match the intended test scope. The option “set device visibility for all GPUs under the approved local test” is more directly tied to the required outcome.

Question 431

For a controlled change involving 'set device visibility for all GPUs under the approved local test', which acceptance evidence would best establish the intended outcome?

  1. local NCCL throughput and all required peer links meet the HGX baseline
  2. defective path is identified and post-repair pairwise NCCL tests pass
  3. NCCL logs and link telemetry show expected interconnect usage
  4. all intended device UUIDs appear in NCCL ranks and test summary

Explanation

Correct Answer

D:

Correct. It specifically tests the outcome of the approved remediation. The failure mechanism was accelerator visibility mask does not match the intended test scope; the listed result demonstrates the expected behavior.

Incorrect Answers

A:

“local NCCL throughput and all required peer links meet the HGX baseline” addresses required intra-node NVLink paths are not operational, but the current hardware or infrastructure issue is accelerator visibility mask does not match the intended test scope. The option “all intended device UUIDs appear in NCCL ranks and test summary” is more directly tied to the required outcome.

B:

“defective path is identified and post-repair pairwise NCCL tests pass” addresses peer-specific NVLink route or GPU interconnect hardware may be defective, but the current hardware or infrastructure issue is accelerator visibility mask does not match the intended test scope. The option “all intended device UUIDs appear in NCCL ranks and test summary” is more directly tied to the required outcome.

C:

“NCCL logs and link telemetry show expected interconnect usage” addresses collective library fallback masks a missing high-bandwidth GPU link, but the current hardware or infrastructure issue is accelerator visibility mask does not match the intended test scope. The option “all intended device UUIDs appear in NCCL ranks and test summary” is more directly tied to the required outcome.

Question 432

During a readiness assessment, a long-running local NCCL test emits sporadic asynchronous CUDA errors while simple matrix multiplication passes. Which correction should be prioritized?

  1. use the documented NCCL algbw and busbw definitions when assessing limits
  2. pin qualified NCCL version and algorithm settings for baseline runs
  3. isolate link errors with repeated peer-transfer and NCCL tests under load
  4. perform pairwise peer link isolation and check NVLink Switch error records

Explanation

Correct Answer

C:

Correct. This is the corrective step for collective communication stability was not included in component acceptance; it addresses the failure at its source. The confirming observation is multiple full test loops finish without GPU or NVLink faults.

Incorrect Answers

A:

“use the documented NCCL algbw and busbw definitions when assessing limits” addresses benchmark metrics were interpreted without understanding collective data movement, but the current hardware or infrastructure issue is collective communication stability was not included in component acceptance. The option “isolate link errors with repeated peer-transfer and NCCL tests under load” is more directly tied to the required outcome.

B:

“pin qualified NCCL version and algorithm settings for baseline runs” addresses benchmark software and algorithm differences invalidate performance comparison, but the current hardware or infrastructure issue is collective communication stability was not included in component acceptance. The option “isolate link errors with repeated peer-transfer and NCCL tests under load” is more directly tied to the required outcome.

D:

Useful for peer-specific NVLink route or GPU interconnect hardware may be defective, but it does not remove the specific condition: collective communication stability was not included in component acceptance.

Question 433

A team implements the correction 'isolate link errors with repeated peer-transfer and NCCL tests under load' for a GPU cluster problem. Which observed result MOST convincingly proves it worked?

  1. eight-rank NCCL completes all-reduce without hangs or duplicated devices
  2. reported figures are evaluated against the correct topology-adjusted acceptance baseline
  3. all intended device UUIDs appear in NCCL ranks and test summary
  4. multiple full test loops finish without GPU or NVLink faults

Explanation

Correct Answer

D:

Correct. This result validates the change in service conditions and is the closest evidence that collective communication stability was not included in component acceptance is no longer causing the issue.

Incorrect Answers

A:

“eight-rank NCCL completes all-reduce without hangs or duplicated devices” addresses local rank and GPU device assignments are inconsistent at full cardinality, but the current hardware or infrastructure issue is collective communication stability was not included in component acceptance. The option “multiple full test loops finish without GPU or NVLink faults” is more directly tied to the required outcome.

B:

“reported figures are evaluated against the correct topology-adjusted acceptance baseline” addresses benchmark metrics were interpreted without understanding collective data movement, but the current hardware or infrastructure issue is collective communication stability was not included in component acceptance. The option “multiple full test loops finish without GPU or NVLink faults” is more directly tied to the required outcome.

C:

“all intended device UUIDs appear in NCCL ranks and test summary” addresses accelerator visibility mask does not match the intended test scope, but the current hardware or infrastructure issue is collective communication stability was not included in component acceptance. The option “multiple full test loops finish without GPU or NVLink faults” is more directly tied to the required outcome.

Question 434

During an AI-factory acceptance review, the following condition is observed: a local NCCL result is compared across two nodes using different NCCL library versions and communication algorithms. What should the infrastructure engineer do FIRST?

  1. use the documented NCCL algbw and busbw definitions when assessing limits
  2. isolate link errors with repeated peer-transfer and NCCL tests under load
  3. check unique rank mapping and supported local collective configuration
  4. pin qualified NCCL version and algorithm settings for baseline runs

Explanation

Correct Answer

D:

Correct. The underlying problem is benchmark software and algorithm differences invalidate performance comparison. This intervention targets that mechanism. Confirm completion through measured bandwidth comparison uses matching library and test parameters.

Incorrect Answers

A:

“use the documented NCCL algbw and busbw definitions when assessing limits” addresses benchmark metrics were interpreted without understanding collective data movement, but the current hardware or infrastructure issue is benchmark software and algorithm differences invalidate performance comparison. The option “pin qualified NCCL version and algorithm settings for baseline runs” is more directly tied to the required outcome.

B:

Useful for collective communication stability was not included in component acceptance, but it does not remove the specific condition: benchmark software and algorithm differences invalidate performance comparison.

C:

“check unique rank mapping and supported local collective configuration” addresses local rank and GPU device assignments are inconsistent at full cardinality, but the current hardware or infrastructure issue is benchmark software and algorithm differences invalidate performance comparison. The option “pin qualified NCCL version and algorithm settings for baseline runs” is more directly tied to the required outcome.

Question 435

After applying 'pin qualified NCCL version and algorithm settings for baseline runs' in an NVIDIA AI factory, what would be the MOST relevant operational verification?

  1. all intended device UUIDs appear in NCCL ranks and test summary
  2. defective path is identified and post-repair pairwise NCCL tests pass
  3. NCCL logs and link telemetry show expected interconnect usage
  4. measured bandwidth comparison uses matching library and test parameters

Explanation

Correct Answer

D:

Correct. It specifically tests the outcome of the approved remediation. The failure mechanism was benchmark software and algorithm differences invalidate performance comparison; the listed result demonstrates the expected behavior.

Incorrect Answers

A:

“all intended device UUIDs appear in NCCL ranks and test summary” addresses accelerator visibility mask does not match the intended test scope, but the current hardware or infrastructure issue is benchmark software and algorithm differences invalidate performance comparison. The option “measured bandwidth comparison uses matching library and test parameters” is more directly tied to the required outcome.

B:

“defective path is identified and post-repair pairwise NCCL tests pass” addresses peer-specific NVLink route or GPU interconnect hardware may be defective, but the current hardware or infrastructure issue is benchmark software and algorithm differences invalidate performance comparison. The option “measured bandwidth comparison uses matching library and test parameters” is more directly tied to the required outcome.

C:

“NCCL logs and link telemetry show expected interconnect usage” addresses collective library fallback masks a missing high-bandwidth GPU link, but the current hardware or infrastructure issue is benchmark software and algorithm differences invalidate performance comparison. The option “measured bandwidth comparison uses matching library and test parameters” is more directly tied to the required outcome.

Question 436

At a GPU cluster site, an HGX node experiences intermittent collective failures only when a particular pair of GPU peers is active. Which remediation best targets the underlying cause?

  1. isolate link errors with repeated peer-transfer and NCCL tests under load
  2. check unique rank mapping and supported local collective configuration
  3. pin qualified NCCL version and algorithm settings for baseline runs
  4. perform pairwise peer link isolation and check NVLink Switch error records

Explanation

Correct Answer

D:

Correct. This directly resolves peer-specific NVLink route or GPU interconnect hardware may be defective. A valid handover should also demonstrate defective path is identified and post-repair pairwise NCCL tests pass.

Incorrect Answers

A:

“isolate link errors with repeated peer-transfer and NCCL tests under load” addresses collective communication stability was not included in component acceptance, but the current hardware or infrastructure issue is peer-specific NVLink route or GPU interconnect hardware may be defective. The option “perform pairwise peer link isolation and check NVLink Switch error records” is more directly tied to the required outcome.

B:

“check unique rank mapping and supported local collective configuration” addresses local rank and GPU device assignments are inconsistent at full cardinality, but the current hardware or infrastructure issue is peer-specific NVLink route or GPU interconnect hardware may be defective. The option “perform pairwise peer link isolation and check NVLink Switch error records” is more directly tied to the required outcome.

C:

“pin qualified NCCL version and algorithm settings for baseline runs” addresses benchmark software and algorithm differences invalidate performance comparison, but the current hardware or infrastructure issue is peer-specific NVLink route or GPU interconnect hardware may be defective. The option “perform pairwise peer link isolation and check NVLink Switch error records” is more directly tied to the required outcome.

Question 437

A validation report notes: a fabric port is reported up but link error counters climb rapidly during training traffic. What is the MOST defensible next action?

  1. trend corrected and uncorrected FEC errors against vendor thresholds
  2. measure receive levels and inspect connectors and bend radius
  3. isolate routing stress and qualify active optical cable signal performance
  4. inspect pre-FEC bit errors corrected errors and signal levels under load

Explanation

Correct Answer

D:

Correct. The incident follows from link-up alone does not guarantee adequate cable signal integrity. This action changes the failing dependency, with observed error counters remain inside the approved fabric quality thresholds as a measurable success criterion.

Incorrect Answers

A:

“trend corrected and uncorrected FEC errors against vendor thresholds” addresses rising correction rate can warn of shrinking physical signal margin, but the current hardware or infrastructure issue is link-up alone does not guarantee adequate cable signal integrity. The option “inspect pre-FEC bit errors corrected errors and signal levels under load” is more directly tied to the required outcome.

B:

“measure receive levels and inspect connectors and bend radius” addresses connector contamination or bend loss has impaired channel margin, but the current hardware or infrastructure issue is link-up alone does not guarantee adequate cable signal integrity. The option “inspect pre-FEC bit errors corrected errors and signal levels under load” is more directly tied to the required outcome.

C:

Useful for installed cable environment or routing is compromising signal quality, but it does not remove the specific condition: link-up alone does not guarantee adequate cable signal integrity.

Question 438

The site has performed 'inspect pre-FEC bit errors corrected errors and signal levels under load'. Which direct result is needed to close this issue rather than merely check a configuration?

  1. BER meets the stated threshold across the full-rate test window
  2. observed error counters remain inside the approved fabric quality thresholds
  3. link quality remains good during routine door and cable movements
  4. long-duration traffic test produces no incremental uncorrected link errors

Explanation

Correct Answer

B:

Correct. The test directly checks whether link-up alone does not guarantee adequate cable signal integrity has been remediated. That result supports operational acceptance rather than only configuration presence.

Incorrect Answers

A:

“BER meets the stated threshold across the full-rate test window” addresses signal integrity must be validated at the actual operational rate, but the current hardware or infrastructure issue is link-up alone does not guarantee adequate cable signal integrity. The option “observed error counters remain inside the approved fabric quality thresholds” is more directly tied to the required outcome.

C:

“link quality remains good during routine door and cable movements” addresses mechanical cable handling changes optical loss under normal installation conditions, but the current hardware or infrastructure issue is link-up alone does not guarantee adequate cable signal integrity. The option “observed error counters remain inside the approved fabric quality thresholds” is more directly tied to the required outcome.

D:

“long-duration traffic test produces no incremental uncorrected link errors” addresses installed cable environment or routing is compromising signal quality, but the current hardware or infrastructure issue is link-up alone does not guarantee adequate cable signal integrity. The option “observed error counters remain inside the approved fabric quality thresholds” is more directly tied to the required outcome.

Question 439

A fiber bundle was reused after construction work and optical power levels dropped on one channel. Which corrective action is MOST appropriate before commissioning can proceed?

  1. enforce qualified bend radius and retest with rack doors secured
  2. measure receive levels and inspect connectors and bend radius
  3. inspect pre-FEC bit errors corrected errors and signal levels under load
  4. trend corrected and uncorrected FEC errors against vendor thresholds

Explanation

Correct Answer

B:

Correct. The incident follows from connector contamination or bend loss has impaired channel margin. This action changes the failing dependency, with optical readings and bit-error tests return to qualified channel margins as a measurable success criterion.

Incorrect Answers

A:

Useful for mechanical cable handling changes optical loss under normal installation conditions, but it does not remove the specific condition: connector contamination or bend loss has impaired channel margin.

C:

“inspect pre-FEC bit errors corrected errors and signal levels under load” addresses link-up alone does not guarantee adequate cable signal integrity, but the current hardware or infrastructure issue is connector contamination or bend loss has impaired channel margin. The option “measure receive levels and inspect connectors and bend radius” is more directly tied to the required outcome.

D:

“trend corrected and uncorrected FEC errors against vendor thresholds” addresses rising correction rate can warn of shrinking physical signal margin, but the current hardware or infrastructure issue is connector contamination or bend loss has impaired channel margin. The option “measure receive levels and inspect connectors and bend radius” is more directly tied to the required outcome.

Question 440

The implementation team reports that it has completed 'measure receive levels and inspect connectors and bend radius'. Which evidence should the acceptance reviewer request?

  1. stress and time-series checks show acceptable margin without escalation
  2. link quality remains good during routine door and cable movements
  3. optical readings and bit-error tests return to qualified channel margins
  4. fabric counters stabilize and sustained communication reaches accepted bandwidth

Explanation

Correct Answer

C:

Correct. It specifically tests the outcome of the approved remediation. The failure mechanism was connector contamination or bend loss has impaired channel margin; the listed result demonstrates the expected behavior.

Incorrect Answers

A:

“stress and time-series checks show acceptable margin without escalation” addresses rising correction rate can warn of shrinking physical signal margin, but the current hardware or infrastructure issue is connector contamination or bend loss has impaired channel margin. The option “optical readings and bit-error tests return to qualified channel margins” is more directly tied to the required outcome.

B:

“link quality remains good during routine door and cable movements” addresses mechanical cable handling changes optical loss under normal installation conditions, but the current hardware or infrastructure issue is connector contamination or bend loss has impaired channel margin. The option “optical readings and bit-error tests return to qualified channel margins” is more directly tied to the required outcome.

D:

“fabric counters stabilize and sustained communication reaches accepted bandwidth” addresses marginal physical link quality is producing retried or degraded data transmission, but the current hardware or infrastructure issue is connector contamination or bend loss has impaired channel margin. The option “optical readings and bit-error tests return to qualified channel margins” is more directly tied to the required outcome.

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