NVIDIA NCP-AII Practice Test 18
Question 170
During an NVIDIA AI factory acceptance test, engineers discover: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled. Which TWO complementary elements are needed: the correct technical action and the strongest independent diagnostic evidence? Select TWO answers.
- Inspect PDU outlet maps, breaker assignments, dual-cord wiring, load readings and approved failover test logs.
- Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
- Restore planned airflow direction, containment and intake clearance, and validate inlet thermal conditions at loaded nodes.
- Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements.
Explanation
Correct Answers
B:This is an appropriate correction for NVLink and NVSwitch internal fabric validation: Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests. Observed scenario: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
E:This is the direct operational evidence to investigate: Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements. Observed scenario: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled.
Incorrect Answers
A:This alternative is relevant to Dual-feed rack power and PDU mapping but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Inspect PDU outlet maps, breaker assignments, dual-cord wiring, load readings and approved failover test logs. Observed scenario: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled.
C:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
D:This alternative is relevant to Cold aisle inlet air and thermal envelope but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Restore planned airflow direction, containment and intake clearance, and validate inlet thermal conditions at loaded nodes. Observed scenario: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
Question 171
A production GPU cluster review identifies this condition: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled. Which diagnostic evidence should be obtained FIRST to substantiate the likely fault or configuration gap? Select ONE best answer.
- Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements.
- Compare DGX/HGX platform identifiers, per-GPU and switch firmware, update logs and NVLink health results.
- Inspect PDU outlet maps, breaker assignments, dual-cord wiring, load readings and approved failover test logs.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
Explanation
Correct Answer
A:This is the direct operational evidence to investigate: Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements. Observed scenario: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
Incorrect Answers
B:This alternative is relevant to HGX GPU tray and NVSwitch firmware coordination but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Compare DGX/HGX platform identifiers, per-GPU and switch firmware, update logs and NVLink health results. Observed scenario: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled.
C:This alternative is relevant to Dual-feed rack power and PDU mapping but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Inspect PDU outlet maps, breaker assignments, dual-cord wiring, load readings and approved failover test logs. Observed scenario: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
D:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled.
Question 172
In a professional AI infrastructure deployment, a technician observes: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled. After corrective work, which observable result BEST confirms that the requirement is met? Select ONE best answer.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
- Expected GPU pairs use the designed interconnect with healthy link state and accepted collective throughput.
- A simulated cooling fault raises the intended alert and safely reduces or stops workload before damage occurs.
- Inventory lists the intended devices accurately, while privileged resets require explicit approval and are logged.
Explanation
Correct Answer
B:This is an observable verified result, not merely a claimed configuration change: Expected GPU pairs use the designed interconnect with healthy link state and accepted collective throughput. Observed scenario: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled.
Incorrect Answers
A:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled. GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
C:This alternative is relevant to Liquid cooling supply and leak interlocks but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: A simulated cooling fault raises the intended alert and safely reduces or stops workload before damage occurs. Observed scenario: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled.
D:This alternative is relevant to Redfish inventory and IPMI management boundaries but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Inventory lists the intended devices accurately, while privileged resets require explicit approval and are logged. Observed scenario: Eight visible accelerators achieve poor all-reduce bandwidth after one internal NVLink path is disabled.
Question 173
The cluster operations team needs to evaluate this situation: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.
- Provision unique BMC addresses on protected out-of-band management, rotate initial credentials and test access separately from host networking.
- Check supported CDU supply, flow, leak detection and interlock behavior, then demonstrate controlled thermal response before production.
- Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
Explanation
Correct Answer
C:This is an appropriate correction for NVLink and NVSwitch internal fabric validation: Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
Incorrect Answers
A:This alternative is relevant to BMC network bring-up and out-of-band separation but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Provision unique BMC addresses on protected out-of-band management, rotate initial credentials and test access separately from host networking. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
B:This alternative is relevant to Liquid cooling supply and leak interlocks but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Check supported CDU supply, flow, leak detection and interlock behavior, then demonstrate controlled thermal response before production. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
D:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
Question 174
At a multi-node AI infrastructure handoff, the team records: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch. Which underlying infrastructure principle BEST explains the issue? Select ONE best answer.
- GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
- Redfish and IPMI expose hardware management data and operations, but endpoint selection and privileges determine their safety.
- Cooling effectiveness depends on local inlet air and airflow separation; a room-average temperature cannot establish adequate GPU cooling.
Explanation
Correct Answer
A:This is the governing infrastructure principle: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
Incorrect Answers
B:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch. GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
C:That option concerns Redfish inventory and IPMI management boundaries. The proportionate action is: Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests.
D:This alternative is relevant to Cold aisle inlet air and thermal envelope but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Cooling effectiveness depends on local inlet air and airflow separation; a room-average temperature cannot establish adequate GPU cooling. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
Question 175
During an NVIDIA AI factory acceptance test, engineers discover: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch. Which diagnostic evidence should be obtained FIRST to substantiate the likely fault or configuration gap? Select ONE best answer.
- Review inlet and exhaust sensor trends, aisle containment, rack occupancy, fan telemetry and thermal throttling events.
- Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
- Inspect CDU telemetry, coolant specifications, alarm contacts, flow and pressure records and documented fail-safe test results.
Explanation
Correct Answer
B:This is the direct operational evidence to investigate: Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
Incorrect Answers
A:This alternative is relevant to Cold aisle inlet air and thermal envelope but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Review inlet and exhaust sensor trends, aisle containment, rack occupancy, fan telemetry and thermal throttling events. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
C:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties. The proportionate action is: Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests.
D:This alternative is relevant to Liquid cooling supply and leak interlocks but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Inspect CDU telemetry, coolant specifications, alarm contacts, flow and pressure records and documented fail-safe test results. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
Question 176
A production GPU cluster review identifies this condition: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch. After corrective work, which observable result BEST confirms that the requirement is met? Select ONE best answer.
- Expected GPU pairs use the designed interconnect with healthy link state and accepted collective throughput.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
- A planned single-feed isolation leaves required servers within power limits and serving their intended workloads.
- All nodes are securely mounted in compatible rack positions and mechanical inspection passes without blocked service access.
Explanation
Correct Answer
A:This is an observable verified result, not merely a claimed configuration change: Expected GPU pairs use the designed interconnect with healthy link state and accepted collective throughput. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
Incorrect Answers
B:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties. The proportionate action is: Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests. A direct check is: Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements. The acceptance condition is: Expected GPU pairs use the designed interconnect with healthy link state and accepted collective throughput.
C:This alternative is relevant to Dual-feed rack power and PDU mapping but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: A planned single-feed isolation leaves required servers within power limits and serving their intended workloads. Observed scenario: A node's GPU topology output shows an unexpected PCIe route for traffic intended to use NVSwitch.
D:That option concerns DGX rack load and rail placement. GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
Question 177
In a professional AI infrastructure deployment, a technician observes: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.
- Use approved authenticated BMC inventory endpoints, distinguish read-only calls from power actions and corroborate returned component state.
- Check supported CDU supply, flow, leak detection and interlock behavior, then demonstrate controlled thermal response before production.
- Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
Explanation
Correct Answer
C:This is an appropriate correction for NVLink and NVSwitch internal fabric validation: Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy.
Incorrect Answers
A:This alternative is relevant to Redfish inventory and IPMI management boundaries but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Use approved authenticated BMC inventory endpoints, distinguish read-only calls from power actions and corroborate returned component state. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy.
B:This alternative is relevant to Liquid cooling supply and leak interlocks but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Check supported CDU supply, flow, leak detection and interlock behavior, then demonstrate controlled thermal response before production. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy.
D:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy.
Question 178
The cluster operations team needs to evaluate this situation: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy. Which underlying infrastructure principle BEST explains the issue? Select ONE best answer.
- Cooling effectiveness depends on local inlet air and airflow separation; a room-average temperature cannot establish adequate GPU cooling.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
- Heavy GPU systems require rated mechanical support and correct mounting; a rack-unit count alone does not establish safe physical deployment.
- GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
Explanation
Correct Answer
D:This is the governing infrastructure principle: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy.
Incorrect Answers
A:This alternative is relevant to Cold aisle inlet air and thermal envelope but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Cooling effectiveness depends on local inlet air and airflow separation; a room-average temperature cannot establish adequate GPU cooling. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy.
B:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy. GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
C:That option concerns DGX rack load and rail placement. The proportionate action is: Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests.
Question 179
At a multi-node AI infrastructure handoff, the team records: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy. Which diagnostic evidence should be obtained FIRST to substantiate the likely fault or configuration gap? Select ONE best answer.
- Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements.
- Compare platform power specifications, measured peak draw, PDU branch telemetry, breaker ratings and planned concurrency.
- Compare DGX/HGX platform identifiers, per-GPU and switch firmware, update logs and NVLink health results.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
Explanation
Correct Answer
A:This is the direct operational evidence to investigate: Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy.
Incorrect Answers
B:That option concerns GPU node peak power budgeting. GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
C:This alternative is relevant to HGX GPU tray and NVSwitch firmware coordination but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Compare DGX/HGX platform identifiers, per-GPU and switch firmware, update logs and NVLink health results. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy.
D:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties. The proportionate action is: Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests.
Question 180
During an NVIDIA AI factory acceptance test, engineers discover: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy. Which TWO complementary elements are needed: the correct technical action and the strongest independent diagnostic evidence? Select TWO answers.
- Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements.
- Use approved authenticated BMC inventory endpoints, distinguish read-only calls from power actions and corroborate returned component state.
- Inspect CDU telemetry, coolant specifications, alarm contacts, flow and pressure records and documented fail-safe test results.
- Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional.
- Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests.
Explanation
Correct Answers
A:This is the direct operational evidence to investigate: Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
E:This is an appropriate correction for NVLink and NVSwitch internal fabric validation: Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
Incorrect Answers
B:This alternative is relevant to Redfish inventory and IPMI management boundaries but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Use approved authenticated BMC inventory endpoints, distinguish read-only calls from power actions and corroborate returned component state. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties.
C:This alternative is relevant to Liquid cooling supply and leak interlocks but does not directly resolve the current NVLink and NVSwitch internal fabric validation issue: Inspect CDU telemetry, coolant specifications, alarm contacts, flow and pressure records and documented fail-safe test results. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy.
D:This tempting but unsafe shortcut is not a sufficient remediation for NVLink and NVSwitch internal fabric validation: Treat eight visible GPUs as conclusive proof that all NVLink or NVSwitch data paths are functional. Observed scenario: An engineer concludes that successful GPU device listing proves every peer-to-peer interconnect is healthy. The governing mechanism is: GPU discovery, local CUDA computation and high-speed peer connectivity are separate readiness properties. The proportionate action is: Inspect the intra-node GPU peer topology and link state, then run supported fabric diagnostics and collective tests. A direct check is: Review nvidia-smi topology, NVLink health counters, NVSwitch diagnostics and single-node NCCL measurements. The acceptance condition is: Expected GPU pairs use the designed interconnect with healthy link state and accepted collective throughput.