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NVIDIA NCP-AII Practice Test 109

Question 1080

During an NVIDIA AI factory acceptance test, engineers discover: A helpdesk assumes every Xid code means exactly the same physical GPU hardware defect. Which TWO complementary elements are needed: the correct technical action and the strongest independent diagnostic evidence? Select TWO answers.

  1. Treat every Xid log entry as a universal instruction to replace the GPU without consulting its code or context.
  2. Quarantine and diagnose affected GPUs using ECC, row-remap and diagnostic evidence before authorized repair or return.
  3. Review kernel and NVIDIA Xid logs, driver version, concurrent workload, ECC state and vendor diagnostic guidance.
  4. Correlate specific Xid codes and timing with GPU, driver, application and fabric evidence before remediation.
  5. Compare bidirectional port counters, cable swaps, PCIe link state, adapter logs and test transfers.

Explanation

Correct Answers

C:

This is the direct operational evidence to investigate: Review kernel and NVIDIA Xid logs, driver version, concurrent workload, ECC state and vendor diagnostic guidance. Observed scenario: A helpdesk assumes every Xid code means exactly the same physical GPU hardware defect. The governing mechanism is: NVIDIA Xid messages signal GPU-related errors with varying causes and severity; the exact code and context matter.

D:

This is an appropriate correction for NVIDIA GPU Xid event root cause isolation: Correlate specific Xid codes and timing with GPU, driver, application and fabric evidence before remediation. Observed scenario: A helpdesk assumes every Xid code means exactly the same physical GPU hardware defect. The governing mechanism is: NVIDIA Xid messages signal GPU-related errors with varying causes and severity; the exact code and context matter.

Incorrect Answers

A:

This tempting but unsafe shortcut is not a sufficient remediation for NVIDIA GPU Xid event root cause isolation: Treat every Xid log entry as a universal instruction to replace the GPU without consulting its code or context. Observed scenario: A helpdesk assumes every Xid code means exactly the same physical GPU hardware defect. The governing mechanism is: NVIDIA Xid messages signal GPU-related errors with varying causes and severity; the exact code and context matter. The proportionate action is: Correlate specific Xid codes and timing with GPU, driver, application and fabric evidence before remediation. A direct check is: Review kernel and NVIDIA Xid logs, driver version, concurrent workload, ECC state and vendor diagnostic guidance. The acceptance condition is: The identified cause is addressed and repeated representative work runs without the original Xid failure.

B:

This alternative is relevant to GPU ECC and memory reliability diagnosis but does not directly resolve the current NVIDIA GPU Xid event root cause isolation issue: Quarantine and diagnose affected GPUs using ECC, row-remap and diagnostic evidence before authorized repair or return. Observed scenario: A helpdesk assumes every Xid code means exactly the same physical GPU hardware defect.

E:

That option concerns Failed ConnectX HCA or port fault isolation. NVIDIA Xid messages signal GPU-related errors with varying causes and severity; the exact code and context matter.

Question 1081

A production GPU cluster review identifies this condition: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.

  1. Correlate cooling airflow, fan health, ambient inlet and clock-throttle reasons; repair root cause safely.
  2. Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.
  3. Quarantine and diagnose affected GPUs using ECC, row-remap and diagnostic evidence before authorized repair or return.
  4. Correlate specific Xid codes and timing with GPU, driver, application and fabric evidence before remediation.

Explanation

Correct Answer

A:

This is an appropriate correction for Fan faults and thermal throttling investigation: Correlate cooling airflow, fan health, ambient inlet and clock-throttle reasons; repair root cause safely. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

Incorrect Answers

B:

This tempting but unsafe shortcut is not a sufficient remediation for Fan faults and thermal throttling investigation: Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.

C:

This alternative is relevant to GPU ECC and memory reliability diagnosis but does not directly resolve the current Fan faults and thermal throttling investigation issue: Quarantine and diagnose affected GPUs using ECC, row-remap and diagnostic evidence before authorized repair or return. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

D:

This alternative is relevant to NVIDIA GPU Xid event root cause isolation but does not directly resolve the current Fan faults and thermal throttling investigation issue: Correlate specific Xid codes and timing with GPU, driver, application and fabric evidence before remediation. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

Question 1082

In a professional AI infrastructure deployment, a technician observes: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow. Which underlying infrastructure principle BEST explains the issue? Select ONE best answer.

  1. A high-speed fabric fault may originate in cable, transceiver, adapter, driver or host slot rather than the GPU.
  2. Storage resilience introduces capacity and performance tradeoffs that matter during degradation and recovery.
  3. Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.
  4. GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope.

Explanation

Correct Answer

D:

This is the governing infrastructure principle: GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

Incorrect Answers

A:

This alternative is relevant to Failed ConnectX HCA or port fault isolation but does not directly resolve the current Fan faults and thermal throttling investigation issue: A high-speed fabric fault may originate in cable, transceiver, adapter, driver or host slot rather than the GPU. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

B:

This alternative is relevant to Storage array throughput and RAID or erasure recovery but does not directly resolve the current Fan faults and thermal throttling investigation issue: Storage resilience introduces capacity and performance tradeoffs that matter during degradation and recovery. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

C:

This tempting but unsafe shortcut is not a sufficient remediation for Fan faults and thermal throttling investigation: Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected. GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope.

Question 1083

The cluster operations team needs to evaluate this situation: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow. Which diagnostic evidence should be obtained FIRST to substantiate the likely fault or configuration gap? Select ONE best answer.

  1. Compare bidirectional port counters, cable swaps, PCIe link state, adapter logs and test transfers.
  2. Inspect nvidia-smi ECC history, DCGM alerts, remapped rows, Xid logs and stress test results.
  3. Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.
  4. Inspect fan tachometer and BMC sensors, GPU temperature, throttle reasons, inlet mapping and workload timing.

Explanation

Correct Answer

D:

This is the direct operational evidence to investigate: Inspect fan tachometer and BMC sensors, GPU temperature, throttle reasons, inlet mapping and workload timing. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

Incorrect Answers

A:

This alternative is relevant to Failed ConnectX HCA or port fault isolation but does not directly resolve the current Fan faults and thermal throttling investigation issue: Compare bidirectional port counters, cable swaps, PCIe link state, adapter logs and test transfers. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

B:

This alternative is relevant to GPU ECC and memory reliability diagnosis but does not directly resolve the current Fan faults and thermal throttling investigation issue: Inspect nvidia-smi ECC history, DCGM alerts, remapped rows, Xid logs and stress test results. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

C:

This tempting but unsafe shortcut is not a sufficient remediation for Fan faults and thermal throttling investigation: Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected. A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

Question 1084

At a multi-node AI infrastructure handoff, the team records: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow. After corrective work, which observable result BEST confirms that the requirement is met? Select ONE best answer.

  1. The repaired node sustains approved clocks and performance with normal fan state under representative load.
  2. Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.
  3. The identified cause is addressed and repeated representative work runs without the original Xid failure.
  4. Intended GPU and NIC paths deliver stable accepted bandwidth and CPU overhead under sustained representative load.

Explanation

Correct Answer

A:

This is an observable verified result, not merely a claimed configuration change: The repaired node sustains approved clocks and performance with normal fan state under representative load. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

Incorrect Answers

B:

This tempting but unsafe shortcut is not a sufficient remediation for Fan faults and thermal throttling investigation: Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected. A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow. GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope.

C:

This alternative is relevant to NVIDIA GPU Xid event root cause isolation but does not directly resolve the current Fan faults and thermal throttling investigation issue: The identified cause is addressed and repeated representative work runs without the original Xid failure. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

D:

This alternative is relevant to Intel host CPU PCIe placement and BIOS efficiency but does not directly resolve the current Fan faults and thermal throttling investigation issue: Intended GPU and NIC paths deliver stable accepted bandwidth and CPU overhead under sustained representative load. Observed scenario: A GPU server reports falling clocks during training while inlet temperatures and fan speed data show restricted airflow.

Question 1085

During an NVIDIA AI factory acceptance test, engineers discover: A failed blower is replaced without checking a clogged front filter and the new component alarms again. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.

  1. Profile representative file access, mount options, caches and pipeline parallelism before tuning or scaling storage.
  2. Correlate cooling airflow, fan health, ambient inlet and clock-throttle reasons; repair root cause safely.
  3. Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.
  4. Drain workloads and follow the vendor's approved component replacement, firmware and postrepair diagnostic runbook.

Explanation

Correct Answer

B:

This is an appropriate correction for Fan faults and thermal throttling investigation: Correlate cooling airflow, fan health, ambient inlet and clock-throttle reasons; repair root cause safely. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

Incorrect Answers

A:

This alternative is relevant to Storage mounts latency and data pipeline tuning but does not directly resolve the current Fan faults and thermal throttling investigation issue: Profile representative file access, mount options, caches and pipeline parallelism before tuning or scaling storage. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

C:

This tempting but unsafe shortcut is not a sufficient remediation for Fan faults and thermal throttling investigation: Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected. A failed blower is replaced without checking a clogged front filter and the new component alarms again.

D:

This alternative is relevant to GPU and NVSwitch field replaceable component workflow but does not directly resolve the current Fan faults and thermal throttling investigation issue: Drain workloads and follow the vendor's approved component replacement, firmware and postrepair diagnostic runbook. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

Question 1086

A production GPU cluster review identifies this condition: A failed blower is replaced without checking a clogged front filter and the new component alarms again. Which underlying infrastructure principle BEST explains the issue? Select ONE best answer.

  1. GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope.
  2. Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.
  3. A high-speed fabric fault may originate in cable, transceiver, adapter, driver or host slot rather than the GPU.
  4. GPU and switch field replacement changes hardware identity and fabric behavior and requires safety and validation steps.

Explanation

Correct Answer

A:

This is the governing infrastructure principle: GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

Incorrect Answers

B:

This tempting but unsafe shortcut is not a sufficient remediation for Fan faults and thermal throttling investigation: Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected. A failed blower is replaced without checking a clogged front filter and the new component alarms again. GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope.

C:

This alternative is relevant to Failed ConnectX HCA or port fault isolation but does not directly resolve the current Fan faults and thermal throttling investigation issue: A high-speed fabric fault may originate in cable, transceiver, adapter, driver or host slot rather than the GPU. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

D:

This alternative is relevant to GPU and NVSwitch field replaceable component workflow but does not directly resolve the current Fan faults and thermal throttling investigation issue: GPU and switch field replacement changes hardware identity and fabric behavior and requires safety and validation steps. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

Question 1087

In a professional AI infrastructure deployment, a technician observes: A failed blower is replaced without checking a clogged front filter and the new component alarms again. Which diagnostic evidence should be obtained FIRST to substantiate the likely fault or configuration gap? Select ONE best answer.

  1. Inspect PSU health LEDs or BMC alerts, output power, PDU branches, hot-swap procedure and failover event logs.
  2. Inspect nvidia-smi ECC history, DCGM alerts, remapped rows, Xid logs and stress test results.
  3. Inspect fan tachometer and BMC sensors, GPU temperature, throttle reasons, inlet mapping and workload timing.
  4. Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.

Explanation

Correct Answer

C:

This is the direct operational evidence to investigate: Inspect fan tachometer and BMC sensors, GPU temperature, throttle reasons, inlet mapping and workload timing. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

Incorrect Answers

A:

This alternative is relevant to Redundant PSU and power path failure replacement but does not directly resolve the current Fan faults and thermal throttling investigation issue: Inspect PSU health LEDs or BMC alerts, output power, PDU branches, hot-swap procedure and failover event logs. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

B:

This alternative is relevant to GPU ECC and memory reliability diagnosis but does not directly resolve the current Fan faults and thermal throttling investigation issue: Inspect nvidia-smi ECC history, DCGM alerts, remapped rows, Xid logs and stress test results. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

D:

This tempting but unsafe shortcut is not a sufficient remediation for Fan faults and thermal throttling investigation: Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again. The governing mechanism is: GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope. The proportionate action is: Correlate cooling airflow, fan health, ambient inlet and clock-throttle reasons; repair root cause safely.

Question 1088

The cluster operations team needs to evaluate this situation: A failed blower is replaced without checking a clogged front filter and the new component alarms again. After corrective work, which observable result BEST confirms that the requirement is met? Select ONE best answer.

  1. Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.
  2. The replacement supply operates normally and a tested approved single-feed failure preserves required service.
  3. The repaired node sustains approved clocks and performance with normal fan state under representative load.
  4. Intended GPU and NIC paths deliver stable accepted bandwidth and CPU overhead under sustained representative load.

Explanation

Correct Answer

C:

This is an observable verified result, not merely a claimed configuration change: The repaired node sustains approved clocks and performance with normal fan state under representative load. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

Incorrect Answers

A:

This tempting but unsafe shortcut is not a sufficient remediation for Fan faults and thermal throttling investigation: Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again. The governing mechanism is: GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope. The proportionate action is: Correlate cooling airflow, fan health, ambient inlet and clock-throttle reasons; repair root cause safely. A direct check is: Inspect fan tachometer and BMC sensors, GPU temperature, throttle reasons, inlet mapping and workload timing. The acceptance condition is: The repaired node sustains approved clocks and performance with normal fan state under representative load.

B:

This alternative is relevant to Redundant PSU and power path failure replacement but does not directly resolve the current Fan faults and thermal throttling investigation issue: The replacement supply operates normally and a tested approved single-feed failure preserves required service. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

D:

This alternative is relevant to Intel host CPU PCIe placement and BIOS efficiency but does not directly resolve the current Fan faults and thermal throttling investigation issue: Intended GPU and NIC paths deliver stable accepted bandwidth and CPU overhead under sustained representative load. Observed scenario: A failed blower is replaced without checking a clogged front filter and the new component alarms again.

Question 1089

At a multi-node AI infrastructure handoff, the team records: Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.

  1. Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.
  2. Validate Intel CPU, PCIe and NUMA placement with supported BIOS and stable sustained-power settings.
  3. Isolate the failed power path, verify redundancy budget and follow supported PSU replacement with monitoring.
  4. Correlate cooling airflow, fan health, ambient inlet and clock-throttle reasons; repair root cause safely.

Explanation

Correct Answer

D:

This is an appropriate correction for Fan faults and thermal throttling investigation: Correlate cooling airflow, fan health, ambient inlet and clock-throttle reasons; repair root cause safely. Observed scenario: Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power.

Incorrect Answers

A:

This tempting but unsafe shortcut is not a sufficient remediation for Fan faults and thermal throttling investigation: Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected. Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power.

B:

This alternative is relevant to Intel host CPU PCIe placement and BIOS efficiency but does not directly resolve the current Fan faults and thermal throttling investigation issue: Validate Intel CPU, PCIe and NUMA placement with supported BIOS and stable sustained-power settings. Observed scenario: Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power.

C:

This alternative is relevant to Redundant PSU and power path failure replacement but does not directly resolve the current Fan faults and thermal throttling investigation issue: Isolate the failed power path, verify redundancy budget and follow supported PSU replacement with monitoring. Observed scenario: Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power.

Question 1090

During an NVIDIA AI factory acceptance test, engineers discover: Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power. Which TWO complementary elements are needed: the correct technical action and the strongest independent diagnostic evidence? Select TWO answers.

  1. Inspect fan tachometer and BMC sensors, GPU temperature, throttle reasons, inlet mapping and workload timing.
  2. Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected.
  3. Inspect PSU health LEDs or BMC alerts, output power, PDU branches, hot-swap procedure and failover event logs.
  4. Correlate cooling airflow, fan health, ambient inlet and clock-throttle reasons; repair root cause safely.
  5. Evaluate protected storage layout, rebuild behavior, workload concurrency and sustained dataset throughput.

Explanation

Correct Answers

A:

This is the direct operational evidence to investigate: Inspect fan tachometer and BMC sensors, GPU temperature, throttle reasons, inlet mapping and workload timing. Observed scenario: Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power.

D:

This is an appropriate correction for Fan faults and thermal throttling investigation: Correlate cooling airflow, fan health, ambient inlet and clock-throttle reasons; repair root cause safely. Observed scenario: Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power. The governing mechanism is: GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope.

Incorrect Answers

B:

This tempting but unsafe shortcut is not a sufficient remediation for Fan faults and thermal throttling investigation: Raise GPU power limits to compensate for thermal throttling while leaving an impaired cooling path uncorrected. Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power. GPU clock and performance stability depend on sufficient chassis cooling and supported thermal operating envelope.

C:

This alternative is relevant to Redundant PSU and power path failure replacement but does not directly resolve the current Fan faults and thermal throttling investigation issue: Inspect PSU health LEDs or BMC alerts, output power, PDU branches, hot-swap procedure and failover event logs. Observed scenario: Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power.

E:

This alternative is relevant to Storage array throughput and RAID or erasure recovery but does not directly resolve the current Fan faults and thermal throttling investigation issue: Evaluate protected storage layout, rebuild behavior, workload concurrency and sustained dataset throughput. Observed scenario: Operations compares only average facility temperature while one hot rack repeatedly slows under full GPU power.

NCP-AI Infrastructure (NCP-AII) Practice Tests