NVIDIA NCP-AII Practice Test 41
Question 400
During an NVIDIA AI factory acceptance test, engineers discover: A system uses a DOCA user-space library newer than the supported BlueField firmware while sample applications fail. Which THREE elements together establish the appropriate corrective action, independent test evidence and verified successful outcome? Select THREE answers.
- Choose supported MIG GPU-instance profiles and create matching compute instances with validated resource assignments.
- Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities.
- Inspect mode configuration, embedded OS status, host-visible functions, network policy and mode-transition logs.
- The intended DOCA service and packet processing function pass documented functional and failover tests.
- Review installed DOCA packages, release compatibility, firmware, host drivers and service launch logs.
- Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works.
Explanation
Correct Answers
B:This is an appropriate correction for DOCA and BlueField host driver interoperability: Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities. Observed scenario: A system uses a DOCA user-space library newer than the supported BlueField firmware while sample applications fail. The governing mechanism is: BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate.
D:This is an observable verified result, not merely a claimed configuration change: The intended DOCA service and packet processing function pass documented functional and failover tests. Observed scenario: A system uses a DOCA user-space library newer than the supported BlueField firmware while sample applications fail.
E:This is the direct operational evidence to investigate: Review installed DOCA packages, release compatibility, firmware, host drivers and service launch logs. Observed scenario: A system uses a DOCA user-space library newer than the supported BlueField firmware while sample applications fail. The governing mechanism is: BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate.
Incorrect Answers
A:This alternative is relevant to MIG GPU and compute instance partition profiles but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Choose supported MIG GPU-instance profiles and create matching compute instances with validated resource assignments. Observed scenario: A system uses a DOCA user-space library newer than the supported BlueField firmware while sample applications fail. The governing mechanism is: BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate.
C:This alternative is relevant to BlueField DPU embedded versus NIC ownership but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Inspect mode configuration, embedded OS status, host-visible functions, network policy and mode-transition logs. Observed scenario: A system uses a DOCA user-space library newer than the supported BlueField firmware while sample applications fail.
F:This tempting but unsafe shortcut is not a sufficient remediation for DOCA and BlueField host driver interoperability: Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works. A system uses a DOCA user-space library newer than the supported BlueField firmware while sample applications fail. BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate.
Question 401
A production GPU cluster review identifies this condition: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.
- Choose supported MIG GPU-instance profiles and create matching compute instances with validated resource assignments.
- Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities.
- Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works.
- Coordinate MIG reconfiguration with workload draining, persistent desired-state recreation and scheduler resource discovery.
Explanation
Correct Answer
B:This is an appropriate correction for DOCA and BlueField host driver interoperability: Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
Incorrect Answers
A:This alternative is relevant to MIG GPU and compute instance partition profiles but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Choose supported MIG GPU-instance profiles and create matching compute instances with validated resource assignments. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
C:This tempting but unsafe shortcut is not a sufficient remediation for DOCA and BlueField host driver interoperability: Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works. A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
D:This alternative is relevant to MIG lifecycle and workload scheduling persistence but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Coordinate MIG reconfiguration with workload draining, persistent desired-state recreation and scheduler resource discovery. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
Question 402
In a professional AI infrastructure deployment, a technician observes: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features. Which underlying infrastructure principle BEST explains the issue? Select ONE best answer.
- BlueField embedded software provisioning is a controlled device lifecycle separate from the host's ordinary OS image.
- Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works.
- BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate.
- MIG divides compatible GPUs into supported isolated resource profiles; enabling the mode is not equivalent to provisioning usable devices.
Explanation
Correct Answer
C:This is the governing infrastructure principle: BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
Incorrect Answers
A:This alternative is relevant to BlueField boot image BFB provisioning and BMC but does not directly resolve the current DOCA and BlueField host driver interoperability issue: BlueField embedded software provisioning is a controlled device lifecycle separate from the host's ordinary OS image. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
B:This tempting but unsafe shortcut is not a sufficient remediation for DOCA and BlueField host driver interoperability: Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works. A ConnectX host driver loads but a DOCA service cannot access the intended DPU features. BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate.
D:This alternative is relevant to MIG GPU and compute instance partition profiles but does not directly resolve the current DOCA and BlueField host driver interoperability issue: MIG divides compatible GPUs into supported isolated resource profiles; enabling the mode is not equivalent to provisioning usable devices. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
Question 403
The cluster operations team needs to evaluate this situation: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features. Which diagnostic evidence should be obtained FIRST to substantiate the likely fault or configuration gap? Select ONE best answer.
- Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works.
- Inspect mode configuration, embedded OS status, host-visible functions, network policy and mode-transition logs.
- Inspect DPU hardware generation, BFB package provenance, BMC job records, Arm boot logs and firmware versions.
- Review installed DOCA packages, release compatibility, firmware, host drivers and service launch logs.
Explanation
Correct Answer
D:This is the direct operational evidence to investigate: Review installed DOCA packages, release compatibility, firmware, host drivers and service launch logs. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
Incorrect Answers
A:This tempting but unsafe shortcut is not a sufficient remediation for DOCA and BlueField host driver interoperability: Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features. The governing mechanism is: BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate. The proportionate action is: Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities.
B:This alternative is relevant to BlueField DPU embedded versus NIC ownership but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Inspect mode configuration, embedded OS status, host-visible functions, network policy and mode-transition logs. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
C:This alternative is relevant to BlueField boot image BFB provisioning and BMC but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Inspect DPU hardware generation, BFB package provenance, BMC job records, Arm boot logs and firmware versions. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
Question 404
At a multi-node AI infrastructure handoff, the team records: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features. After corrective work, which observable result BEST confirms that the requirement is met? Select ONE best answer.
- After maintenance the expected GPU slices are recreated and queued workloads receive only valid assigned devices.
- The intended DOCA service and packet processing function pass documented functional and failover tests.
- Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works.
- Each authorized tenant sees only the intended MIG devices and runs a test workload within its assigned profile.
Explanation
Correct Answer
B:This is an observable verified result, not merely a claimed configuration change: The intended DOCA service and packet processing function pass documented functional and failover tests. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
Incorrect Answers
A:This alternative is relevant to MIG lifecycle and workload scheduling persistence but does not directly resolve the current DOCA and BlueField host driver interoperability issue: After maintenance the expected GPU slices are recreated and queued workloads receive only valid assigned devices. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
C:This tempting but unsafe shortcut is not a sufficient remediation for DOCA and BlueField host driver interoperability: Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features. The governing mechanism is: BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate. The proportionate action is: Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities. A direct check is: Review installed DOCA packages, release compatibility, firmware, host drivers and service launch logs. The acceptance condition is: The intended DOCA service and packet processing function pass documented functional and failover tests.
D:This alternative is relevant to MIG GPU and compute instance partition profiles but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Each authorized tenant sees only the intended MIG devices and runs a test workload within its assigned profile. Observed scenario: A ConnectX host driver loads but a DOCA service cannot access the intended DPU features.
Question 405
During an NVIDIA AI factory acceptance test, engineers discover: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.
- Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works.
- Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities.
- Select supported BlueField operation mode to match host and embedded-control ownership, then validate policy and recovery.
- Use the supported BFB deployment path with verified image compatibility, approved credentials and postboot checks.
Explanation
Correct Answer
B:This is an appropriate correction for DOCA and BlueField host driver interoperability: Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
Incorrect Answers
A:This tempting but unsafe shortcut is not a sufficient remediation for DOCA and BlueField host driver interoperability: Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works. A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
C:This alternative is relevant to BlueField DPU embedded versus NIC ownership but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Select supported BlueField operation mode to match host and embedded-control ownership, then validate policy and recovery. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
D:This alternative is relevant to BlueField boot image BFB provisioning and BMC but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Use the supported BFB deployment path with verified image compatibility, approved credentials and postboot checks. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
Question 406
A production GPU cluster review identifies this condition: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility. Which underlying infrastructure principle BEST explains the issue? Select ONE best answer.
- Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works.
- BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate.
- MIG divides compatible GPUs into supported isolated resource profiles; enabling the mode is not equivalent to provisioning usable devices.
- In embedded DPU mode the Arm environment can control network functionality; NIC mode changes that ownership model and capabilities.
Explanation
Correct Answer
B:This is the governing infrastructure principle: BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
Incorrect Answers
A:This tempting but unsafe shortcut is not a sufficient remediation for DOCA and BlueField host driver interoperability: Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works. A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility. BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate.
C:This alternative is relevant to MIG GPU and compute instance partition profiles but does not directly resolve the current DOCA and BlueField host driver interoperability issue: MIG divides compatible GPUs into supported isolated resource profiles; enabling the mode is not equivalent to provisioning usable devices. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
D:This alternative is relevant to BlueField DPU embedded versus NIC ownership but does not directly resolve the current DOCA and BlueField host driver interoperability issue: In embedded DPU mode the Arm environment can control network functionality; NIC mode changes that ownership model and capabilities. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
Question 407
In a professional AI infrastructure deployment, a technician observes: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility. Which diagnostic evidence should be obtained FIRST to substantiate the likely fault or configuration gap? Select ONE best answer.
- Review installed DOCA packages, release compatibility, firmware, host drivers and service launch logs.
- Inspect running process ownership, postboot instance layout, device plugin or GRES inventory and schedule placement receipts.
- Inspect GPU model and MIG support, available profile geometry, GPU instance and compute instance listings and CUDA visibility.
- Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works.
Explanation
Correct Answer
A:This is the direct operational evidence to investigate: Review installed DOCA packages, release compatibility, firmware, host drivers and service launch logs. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
Incorrect Answers
B:This alternative is relevant to MIG lifecycle and workload scheduling persistence but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Inspect running process ownership, postboot instance layout, device plugin or GRES inventory and schedule placement receipts. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
C:This alternative is relevant to MIG GPU and compute instance partition profiles but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Inspect GPU model and MIG support, available profile geometry, GPU instance and compute instance listings and CUDA visibility. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
D:This tempting but unsafe shortcut is not a sufficient remediation for DOCA and BlueField host driver interoperability: Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility. The governing mechanism is: BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate. The proportionate action is: Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities.
Question 408
The cluster operations team needs to evaluate this situation: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility. After corrective work, which observable result BEST confirms that the requirement is met? Select ONE best answer.
- The intended DOCA service and packet processing function pass documented functional and failover tests.
- The DPU boots its expected software, responds on approved management paths and exposes intended host functions.
- Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works.
- Each authorized tenant sees only the intended MIG devices and runs a test workload within its assigned profile.
Explanation
Correct Answer
A:This is an observable verified result, not merely a claimed configuration change: The intended DOCA service and packet processing function pass documented functional and failover tests. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
Incorrect Answers
B:This alternative is relevant to BlueField boot image BFB provisioning and BMC but does not directly resolve the current DOCA and BlueField host driver interoperability issue: The DPU boots its expected software, responds on approved management paths and exposes intended host functions. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
C:This tempting but unsafe shortcut is not a sufficient remediation for DOCA and BlueField host driver interoperability: Assume all versions of DOCA tools are interchangeable with any BlueField firmware because PCIe enumeration works. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility. The governing mechanism is: BlueField-based services depend on a compatible host and embedded software stack; NIC link state alone is inadequate. The proportionate action is: Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities. A direct check is: Review installed DOCA packages, release compatibility, firmware, host drivers and service launch logs. The acceptance condition is: The intended DOCA service and packet processing function pass documented functional and failover tests.
D:This alternative is relevant to MIG GPU and compute instance partition profiles but does not directly resolve the current DOCA and BlueField host driver interoperability issue: Each authorized tenant sees only the intended MIG devices and runs a test workload within its assigned profile. Observed scenario: A cluster upgrades DOCA on one node without verifying API, host kernel and DPU software compatibility.
Question 409
At a multi-node AI infrastructure handoff, the team records: A multi-tenant cluster enables MIG mode but creates no compute instances and users see no usable CUDA devices. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.
- Assume that toggling MIG mode alone automatically allocates a usable instance to every new container.
- Choose supported MIG GPU-instance profiles and create matching compute instances with validated resource assignments.
- Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities.
- Use the supported BFB deployment path with verified image compatibility, approved credentials and postboot checks.
Explanation
Correct Answer
B:This is an appropriate correction for MIG GPU and compute instance partition profiles: Choose supported MIG GPU-instance profiles and create matching compute instances with validated resource assignments. Observed scenario: A multi-tenant cluster enables MIG mode but creates no compute instances and users see no usable CUDA devices.
Incorrect Answers
A:This tempting but unsafe shortcut is not a sufficient remediation for MIG GPU and compute instance partition profiles: Assume that toggling MIG mode alone automatically allocates a usable instance to every new container.
C:This alternative is relevant to DOCA and BlueField host driver interoperability but does not directly resolve the current MIG GPU and compute instance partition profiles issue: Align supported DOCA runtime, host driver and BlueField firmware versions and retest relevant application capabilities. Observed scenario: A multi-tenant cluster enables MIG mode but creates no compute instances and users see no usable CUDA devices.
D:This alternative is relevant to BlueField boot image BFB provisioning and BMC but does not directly resolve the current MIG GPU and compute instance partition profiles issue: Use the supported BFB deployment path with verified image compatibility, approved credentials and postboot checks. Observed scenario: A multi-tenant cluster enables MIG mode but creates no compute instances and users see no usable CUDA devices.
Question 410
During an NVIDIA AI factory acceptance test, engineers discover: A multi-tenant cluster enables MIG mode but creates no compute instances and users see no usable CUDA devices. Which TWO complementary elements are needed: the correct technical action and the strongest independent diagnostic evidence? Select TWO answers.
- Select supported BlueField operation mode to match host and embedded-control ownership, then validate policy and recovery.
- Inspect GPU model and MIG support, available profile geometry, GPU instance and compute instance listings and CUDA visibility.
- Choose supported MIG GPU-instance profiles and create matching compute instances with validated resource assignments.
- Assume that toggling MIG mode alone automatically allocates a usable instance to every new container.
- Inspect running process ownership, postboot instance layout, device plugin or GRES inventory and schedule placement receipts.
Explanation
Correct Answers
B:This is the direct operational evidence to investigate: Inspect GPU model and MIG support, available profile geometry, GPU instance and compute instance listings and CUDA visibility. Observed scenario: A multi-tenant cluster enables MIG mode but creates no compute instances and users see no usable CUDA devices.
C:This is an appropriate correction for MIG GPU and compute instance partition profiles: Choose supported MIG GPU-instance profiles and create matching compute instances with validated resource assignments. Observed scenario: A multi-tenant cluster enables MIG mode but creates no compute instances and users see no usable CUDA devices. The governing mechanism is: MIG divides compatible GPUs into supported isolated resource profiles; enabling the mode is not equivalent to provisioning usable devices.
Incorrect Answers
A:This alternative is relevant to BlueField DPU embedded versus NIC ownership but does not directly resolve the current MIG GPU and compute instance partition profiles issue: Select supported BlueField operation mode to match host and embedded-control ownership, then validate policy and recovery. Observed scenario: A multi-tenant cluster enables MIG mode but creates no compute instances and users see no usable CUDA devices.
D:This tempting but unsafe shortcut is not a sufficient remediation for MIG GPU and compute instance partition profiles: Assume that toggling MIG mode alone automatically allocates a usable instance to every new container. MIG divides compatible GPUs into supported isolated resource profiles; enabling the mode is not equivalent to provisioning usable devices.
E:This alternative is relevant to MIG lifecycle and workload scheduling persistence but does not directly resolve the current MIG GPU and compute instance partition profiles issue: Inspect running process ownership, postboot instance layout, device plugin or GRES inventory and schedule placement receipts. Observed scenario: A multi-tenant cluster enables MIG mode but creates no compute instances and users see no usable CUDA devices.