NVIDIA NCP-AII Practice Test 95
Question 940
During an NVIDIA AI factory acceptance test, engineers discover: A compute rack's physical NIC is patched to the wrong leaf switch yet application routes sometimes succeed. Which TWO complementary elements are needed: the correct technical action and the strongest independent diagnostic evidence? Select TWO answers.
- Align MPI ranks, CPU NUMA affinity and GPU allocation with the tested host and fabric topology.
- Reconcile physical cable labels and port inventory with LLDP or equivalent neighbor discovery and connectivity tests.
- Inspect cable IDs, neighbor advertisements, switch port inventory and approved topology drawing.
- Inspect deviceQuery or equivalent CUDA sample output, driver-runtime versions and kernel launch error codes.
- Assume that IP routing can prove every cable is installed at the correct rack and switch port.
Explanation
Correct Answers
B:This is an appropriate correction for Cable topology mapping with LLDP and physical records: Reconcile physical cable labels and port inventory with LLDP or equivalent neighbor discovery and connectivity tests. Observed scenario: A compute rack's physical NIC is patched to the wrong leaf switch yet application routes sometimes succeed. The governing mechanism is: Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design.
C:This is the direct operational evidence to investigate: Inspect cable IDs, neighbor advertisements, switch port inventory and approved topology drawing. Observed scenario: A compute rack's physical NIC is patched to the wrong leaf switch yet application routes sometimes succeed. The governing mechanism is: Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design.
Incorrect Answers
A:That option concerns Multi-process HPL rank placement and CPU affinity. Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design.
D:This alternative is relevant to CUDA device query and kernel smoke tests but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Inspect deviceQuery or equivalent CUDA sample output, driver-runtime versions and kernel launch error codes. Observed scenario: A compute rack's physical NIC is patched to the wrong leaf switch yet application routes sometimes succeed.
E:This tempting but unsafe shortcut is not a sufficient remediation for Cable topology mapping with LLDP and physical records: Assume that IP routing can prove every cable is installed at the correct rack and switch port. A compute rack's physical NIC is patched to the wrong leaf switch yet application routes sometimes succeed. Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design.
Question 941
A production GPU cluster review identifies this condition: A fabric team generates topology diagrams from host IP names without checking cable endpoints. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.
- Reconcile physical cable labels and port inventory with LLDP or equivalent neighbor discovery and connectivity tests.
- Schedule supported active DCGM diagnostics for the relevant GPU class and investigate detailed failures.
- Execute supported CUDA runtime initialization and minimal kernel tests on each scheduled accelerator.
- Assume that IP routing can prove every cable is installed at the correct rack and switch port.
Explanation
Correct Answer
A:This is an appropriate correction for Cable topology mapping with LLDP and physical records: Reconcile physical cable labels and port inventory with LLDP or equivalent neighbor discovery and connectivity tests. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
Incorrect Answers
B:This alternative is relevant to DCGM active single-node diagnostic suites but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Schedule supported active DCGM diagnostics for the relevant GPU class and investigate detailed failures. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
C:This alternative is relevant to CUDA device query and kernel smoke tests but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Execute supported CUDA runtime initialization and minimal kernel tests on each scheduled accelerator. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
D:This tempting but unsafe shortcut is not a sufficient remediation for Cable topology mapping with LLDP and physical records: Assume that IP routing can prove every cable is installed at the correct rack and switch port. A fabric team generates topology diagrams from host IP names without checking cable endpoints.
Question 942
In a professional AI infrastructure deployment, a technician observes: A fabric team generates topology diagrams from host IP names without checking cable endpoints. Which underlying infrastructure principle BEST explains the issue? Select ONE best answer.
- Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design.
- Assume that IP routing can prove every cable is installed at the correct rack and switch port.
- Collective scheduling and transport are sensitive to communicator geometry and payload sizes; one algorithm is not universally optimal.
- Sustained accelerator load can reveal thermal and electrical limits not visible during idle or brief smoke checks.
Explanation
Correct Answer
A:This is the governing infrastructure principle: Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
Incorrect Answers
B:This tempting but unsafe shortcut is not a sufficient remediation for Cable topology mapping with LLDP and physical records: Assume that IP routing can prove every cable is installed at the correct rack and switch port. A fabric team generates topology diagrams from host IP names without checking cable endpoints. Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design.
C:That option concerns NCCL algorithm choice and topology mapping. Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design.
D:This alternative is relevant to GPU thermal power and memory single-node burn-in but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Sustained accelerator load can reveal thermal and electrical limits not visible during idle or brief smoke checks. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
Question 943
The cluster operations team needs to evaluate this situation: A fabric team generates topology diagrams from host IP names without checking cable endpoints. Which diagnostic evidence should be obtained FIRST to substantiate the likely fault or configuration gap? Select ONE best answer.
- Inspect node inventory, GPU and NIC UUIDs, firmware and driver versions, cabling records and test eligibility.
- Assume that IP routing can prove every cable is installed at the correct rack and switch port.
- Inspect GPU temperature and power traces, clock throttle reasons, error counters and completed stress duration.
- Inspect cable IDs, neighbor advertisements, switch port inventory and approved topology drawing.
Explanation
Correct Answer
D:This is the direct operational evidence to investigate: Inspect cable IDs, neighbor advertisements, switch port inventory and approved topology drawing. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
Incorrect Answers
A:This alternative is relevant to Cluster-wide preflight hardware inventory but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Inspect node inventory, GPU and NIC UUIDs, firmware and driver versions, cabling records and test eligibility. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
B:This tempting but unsafe shortcut is not a sufficient remediation for Cable topology mapping with LLDP and physical records: Assume that IP routing can prove every cable is installed at the correct rack and switch port. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints. The governing mechanism is: Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design. The proportionate action is: Reconcile physical cable labels and port inventory with LLDP or equivalent neighbor discovery and connectivity tests.
C:This alternative is relevant to GPU thermal power and memory single-node burn-in but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Inspect GPU temperature and power traces, clock throttle reasons, error counters and completed stress duration. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
Question 944
At a multi-node AI infrastructure handoff, the team records: A fabric team generates topology diagrams from host IP names without checking cable endpoints. After corrective work, which observable result BEST confirms that the requirement is met? Select ONE best answer.
- Every intended host and switch port reaches the correct physical peer with documented redundant paths.
- The approved HPL run completes valid numerical checks with repeatable measured throughput documented.
- Each accepted HPL trial both passes numerical correctness and meets the approved performance threshold.
- Assume that IP routing can prove every cable is installed at the correct rack and switch port.
Explanation
Correct Answer
A:This is an observable verified result, not merely a claimed configuration change: Every intended host and switch port reaches the correct physical peer with documented redundant paths. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
Incorrect Answers
B:This alternative is relevant to HPL configuration matrix dimensions and performance but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: The approved HPL run completes valid numerical checks with repeatable measured throughput documented. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
C:This alternative is relevant to HPL numerical result and residual validation but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Each accepted HPL trial both passes numerical correctness and meets the approved performance threshold. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints.
D:This tempting but unsafe shortcut is not a sufficient remediation for Cable topology mapping with LLDP and physical records: Assume that IP routing can prove every cable is installed at the correct rack and switch port. Observed scenario: A fabric team generates topology diagrams from host IP names without checking cable endpoints. The governing mechanism is: Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design. The proportionate action is: Reconcile physical cable labels and port inventory with LLDP or equivalent neighbor discovery and connectivity tests. A direct check is: Inspect cable IDs, neighbor advertisements, switch port inventory and approved topology drawing. The acceptance condition is: Every intended host and switch port reaches the correct physical peer with documented redundant paths.
Question 945
During an NVIDIA AI factory acceptance test, engineers discover: A port's peer changes after an emergency repatch but the acceptance report still lists its original link. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.
- Reconcile physical cable labels and port inventory with LLDP or equivalent neighbor discovery and connectivity tests.
- Assume that IP routing can prove every cable is installed at the correct rack and switch port.
- Capture a reproducible preflight inventory of node hardware, software, connections and expected acceptance tests.
- Select a representative supported HPL problem size and process layout, then report achieved and reference performance honestly.
Explanation
Correct Answer
A:This is an appropriate correction for Cable topology mapping with LLDP and physical records: Reconcile physical cable labels and port inventory with LLDP or equivalent neighbor discovery and connectivity tests. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
Incorrect Answers
B:This tempting but unsafe shortcut is not a sufficient remediation for Cable topology mapping with LLDP and physical records: Assume that IP routing can prove every cable is installed at the correct rack and switch port. A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
C:This alternative is relevant to Cluster-wide preflight hardware inventory but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Capture a reproducible preflight inventory of node hardware, software, connections and expected acceptance tests. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
D:This alternative is relevant to HPL configuration matrix dimensions and performance but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Select a representative supported HPL problem size and process layout, then report achieved and reference performance honestly. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
Question 946
A production GPU cluster review identifies this condition: A port's peer changes after an emergency repatch but the acceptance report still lists its original link. Which underlying infrastructure principle BEST explains the issue? Select ONE best answer.
- A representative performance benchmark is meaningful only when the tested hardware and software baseline are documented.
- Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design.
- Assume that IP routing can prove every cable is installed at the correct rack and switch port.
- Device enumeration through management utilities does not independently prove CUDA execution or user-space compatibility.
Explanation
Correct Answer
B:This is the governing infrastructure principle: Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
Incorrect Answers
A:This alternative is relevant to Cluster-wide preflight hardware inventory but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: A representative performance benchmark is meaningful only when the tested hardware and software baseline are documented. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
C:This tempting but unsafe shortcut is not a sufficient remediation for Cable topology mapping with LLDP and physical records: Assume that IP routing can prove every cable is installed at the correct rack and switch port. A port's peer changes after an emergency repatch but the acceptance report still lists its original link. Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design.
D:This alternative is relevant to CUDA device query and kernel smoke tests but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Device enumeration through management utilities does not independently prove CUDA execution or user-space compatibility. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
Question 947
In a professional AI infrastructure deployment, a technician observes: A port's peer changes after an emergency repatch but the acceptance report still lists its original link. Which diagnostic evidence should be obtained FIRST to substantiate the likely fault or configuration gap? Select ONE best answer.
- Inspect HPL configuration, problem size, process grid, elapsed time, residual report and resource mapping.
- Assume that IP routing can prove every cable is installed at the correct rack and switch port.
- Inspect dcgmi diag suite results, entity IDs, error logs, driver state and conflicting running workloads.
- Inspect cable IDs, neighbor advertisements, switch port inventory and approved topology drawing.
Explanation
Correct Answer
D:This is the direct operational evidence to investigate: Inspect cable IDs, neighbor advertisements, switch port inventory and approved topology drawing. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
Incorrect Answers
A:This alternative is relevant to HPL configuration matrix dimensions and performance but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Inspect HPL configuration, problem size, process grid, elapsed time, residual report and resource mapping. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
B:This tempting but unsafe shortcut is not a sufficient remediation for Cable topology mapping with LLDP and physical records: Assume that IP routing can prove every cable is installed at the correct rack and switch port. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link. The governing mechanism is: Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design. The proportionate action is: Reconcile physical cable labels and port inventory with LLDP or equivalent neighbor discovery and connectivity tests.
C:This alternative is relevant to DCGM active single-node diagnostic suites but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: Inspect dcgmi diag suite results, entity IDs, error logs, driver state and conflicting running workloads. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
Question 948
The cluster operations team needs to evaluate this situation: A port's peer changes after an emergency repatch but the acceptance report still lists its original link. After corrective work, which observable result BEST confirms that the requirement is met? Select ONE best answer.
- Assume that IP routing can prove every cable is installed at the correct rack and switch port.
- The approved HPL run completes valid numerical checks with repeatable measured throughput documented.
- The node sustains approved workload performance without unplanned throttling, errors or facility alarms.
- Every intended host and switch port reaches the correct physical peer with documented redundant paths.
Explanation
Correct Answer
D:This is an observable verified result, not merely a claimed configuration change: Every intended host and switch port reaches the correct physical peer with documented redundant paths. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
Incorrect Answers
A:This tempting but unsafe shortcut is not a sufficient remediation for Cable topology mapping with LLDP and physical records: Assume that IP routing can prove every cable is installed at the correct rack and switch port. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link. The governing mechanism is: Logical reachability does not prove the physical redundancy and topology assumptions required by the rack design. The proportionate action is: Reconcile physical cable labels and port inventory with LLDP or equivalent neighbor discovery and connectivity tests. A direct check is: Inspect cable IDs, neighbor advertisements, switch port inventory and approved topology drawing. The acceptance condition is: Every intended host and switch port reaches the correct physical peer with documented redundant paths.
B:This alternative is relevant to HPL configuration matrix dimensions and performance but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: The approved HPL run completes valid numerical checks with repeatable measured throughput documented. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
C:This alternative is relevant to GPU thermal power and memory single-node burn-in but does not directly resolve the current Cable topology mapping with LLDP and physical records issue: The node sustains approved workload performance without unplanned throttling, errors or facility alarms. Observed scenario: A port's peer changes after an emergency repatch but the acceptance report still lists its original link.
Question 949
At a multi-node AI infrastructure handoff, the team records: A new AI partition runs single-node diagnostics but no coordinated test of node-to-node readiness. Which operational response is MOST appropriate to address the root issue? Select ONE best answer.
- Combine component inventory, HPL, NCCL, storage and burn-in evidence against named acceptance gates before signoff.
- Capture a reproducible preflight inventory of node hardware, software, connections and expected acceptance tests.
- Run supported ClusterKit or equivalent multifaceted qualification across the intended node set and preserve evidence.
- Mark a cluster fully validated solely because one representative server completed a local benchmark.
Explanation
Correct Answer
C:This is an appropriate correction for ClusterKit multi-node qualification workflow: Run supported ClusterKit or equivalent multifaceted qualification across the intended node set and preserve evidence. Observed scenario: A new AI partition runs single-node diagnostics but no coordinated test of node-to-node readiness.
Incorrect Answers
A:That option concerns Integrated qualification evidence matrix and signoff. Cluster readiness is a multi-component property requiring simultaneous compute, host and network validation.
B:This alternative is relevant to Cluster-wide preflight hardware inventory but does not directly resolve the current ClusterKit multi-node qualification workflow issue: Capture a reproducible preflight inventory of node hardware, software, connections and expected acceptance tests. Observed scenario: A new AI partition runs single-node diagnostics but no coordinated test of node-to-node readiness.
D:This tempting but unsafe shortcut is not a sufficient remediation for ClusterKit multi-node qualification workflow: Mark a cluster fully validated solely because one representative server completed a local benchmark.
Question 950
During an NVIDIA AI factory acceptance test, engineers discover: A new AI partition runs single-node diagnostics but no coordinated test of node-to-node readiness. Which TWO complementary elements are needed: the correct technical action and the strongest independent diagnostic evidence? Select TWO answers.
- Inspect ClusterKit test plan, selected node identities, deployment versions, per-node diagnostics and failures.
- Inspect GPU temperature and power traces, clock throttle reasons, error counters and completed stress duration.
- Mark a cluster fully validated solely because one representative server completed a local benchmark.
- Run supported ClusterKit or equivalent multifaceted qualification across the intended node set and preserve evidence.
- Validate intended inter-node RDMA devices, transport selection and network reachability with multi-node NCCL tests.
Explanation
Correct Answers
A:This is the direct operational evidence to investigate: Inspect ClusterKit test plan, selected node identities, deployment versions, per-node diagnostics and failures. Observed scenario: A new AI partition runs single-node diagnostics but no coordinated test of node-to-node readiness.
D:This is an appropriate correction for ClusterKit multi-node qualification workflow: Run supported ClusterKit or equivalent multifaceted qualification across the intended node set and preserve evidence. Observed scenario: A new AI partition runs single-node diagnostics but no coordinated test of node-to-node readiness. The governing mechanism is: Cluster readiness is a multi-component property requiring simultaneous compute, host and network validation.
Incorrect Answers
B:This alternative is relevant to GPU thermal power and memory single-node burn-in but does not directly resolve the current ClusterKit multi-node qualification workflow issue: Inspect GPU temperature and power traces, clock throttle reasons, error counters and completed stress duration. Observed scenario: A new AI partition runs single-node diagnostics but no coordinated test of node-to-node readiness.
C:This tempting but unsafe shortcut is not a sufficient remediation for ClusterKit multi-node qualification workflow: Mark a cluster fully validated solely because one representative server completed a local benchmark. Cluster readiness is a multi-component property requiring simultaneous compute, host and network validation.
E:This alternative is relevant to Inter-node NCCL east-west RDMA readiness but does not directly resolve the current ClusterKit multi-node qualification workflow issue: Validate intended inter-node RDMA devices, transport selection and network reachability with multi-node NCCL tests. Observed scenario: A new AI partition runs single-node diagnostics but no coordinated test of node-to-node readiness.