NVIDIA NCA-AIIO Bundle

Not the most direct the action-and-evidence pair for these facts. The selected placement demonstrably meets allowed data locations, access controls, connectivity and realistic transfer times. This choice concerns data locality and control in ai deployment placement and may be valid in another design. But this case reports 'A host-level firewall is the only control even though tenants have root access', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the action-and-evidence pair for these facts. Associate a BlueField DPU with offloading selected networking, storage and security infrastructure work from host CPUs while meeting supported deployment constraints. This choice concerns bluefield dpu infrastructure offload and may be valid in another design. But this case reports 'A host-level firewall is the only control even though tenants have root access', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the action-and-evidence pair for these facts. Plan Ethernet-based RDMA such as RoCE with appropriate traffic engineering and congestion behavior rather than assuming a generic best-effort Ethernet configuration is sufficient. This choice concerns roce congestion and loss-management considerations and may be valid in another design. But this case reports 'A host-level firewall is the only control even though tenants have root access', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the corrective action for these facts. Associate a BlueField DPU with offloading selected networking, storage and security infrastructure work from host CPUs while meeting supported deployment constraints. This choice concerns bluefield dpu infrastructure offload and may be valid in another design. But this case reports 'A secure networking feature is planned without verifying the DPU software support matrix', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the corrective action for these facts. Validate independent power distribution, cooling support, cabling paths and maintenance arrangements against the desired service availability and failure domains. This choice concerns redundant facility services for ai availability and may be valid in another design. But this case reports 'A secure networking feature is planned without verifying the DPU software support matrix', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the corrective action for these facts. Size east-west bandwidth, latency and oversubscription for distributed GPU training based on communication patterns rather than only user-facing north-south traffic. This choice concerns east-west ai data center network requirements and may be valid in another design. But this case reports 'A secure networking feature is planned without verifying the DPU software support matrix', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the acceptance evidence for these facts. A supported RDMA path passes connectivity and performance checks and demonstrates the intended transport rather than a TCP fallback. This choice concerns rdma direct memory transport concepts and may be valid in another design. But this case reports 'A secure networking feature is planned without verifying the DPU software support matrix', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the acceptance evidence for these facts. A measured offload configuration performs the intended network or security service while preserving application CPU resources and policy. This choice concerns bluefield dpu infrastructure offload and may be valid in another design. But this case reports 'A secure networking feature is planned without verifying the DPU software support matrix', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the acceptance evidence for these facts. A multi-node training test records throughput and collective communication time before and after adding nodes. This choice concerns scale-out cluster design and distributed communication and may be valid in another design. But this case reports 'A secure networking feature is planned without verifying the DPU software support matrix', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the corrective action for these facts. Associate a BlueField DPU with offloading selected networking, storage and security infrastructure work from host CPUs while meeting supported deployment constraints. This choice concerns bluefield dpu infrastructure offload and may be valid in another design. But this case reports 'A tenant workload attempts to reconfigure a shared storage or networking service', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the corrective action for these facts. Compare supported InfiniBand and AI-optimized Ethernet fabrics against workload collectives, latency, operational skills and interoperability needs without treating them as identical. This choice concerns infiniband and ethernet high-speed fabric selection and may be valid in another design. But this case reports 'A tenant workload attempts to reconfigure a shared storage or networking service', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the corrective action for these facts. Match training datasets and checkpoints to a storage architecture with adequate aggregate throughput, parallel access and recovery requirements. This choice concerns storage throughput and data pipeline for ai clusters and may be valid in another design. But this case reports 'A tenant workload attempts to reconfigure a shared storage or networking service', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the acceptance evidence for these facts. An authorized operator reaches BMC and fabric management over the intended isolated path while workload accounts cannot. This choice concerns management network isolation and access and may be valid in another design. But this case reports 'A tenant workload attempts to reconfigure a shared storage or networking service', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the acceptance evidence for these facts. A representative job is scheduled, retrieves its data, communicates across nodes and reports health through the expected management plane. This choice concerns core components of an accelerated ai cluster and may be valid in another design. But this case reports 'A tenant workload attempts to reconfigure a shared storage or networking service', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the acceptance evidence for these facts. A measured offload configuration performs the intended network or security service while preserving application CPU resources and policy. This choice concerns bluefield dpu infrastructure offload and may be valid in another design. But this case reports 'A tenant workload attempts to reconfigure a shared storage or networking service', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the corrective action for these facts. Compare supported InfiniBand and AI-optimized Ethernet fabrics against workload collectives, latency, operational skills and interoperability needs without treating them as identical. This choice concerns infiniband and ethernet high-speed fabric selection and may be valid in another design. But this case reports 'A proposed zero-trust design never identifies which identities can administer DPU infrastructure', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the corrective action for these facts. Plan multiple accelerator nodes with a suitable high-bandwidth low-latency network and distributed training communications, then measure scaling efficiency. This choice concerns scale-out cluster design and distributed communication and may be valid in another design. But this case reports 'A proposed zero-trust design never identifies which identities can administer DPU infrastructure', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the corrective action for these facts. Associate a BlueField DPU with offloading selected networking, storage and security infrastructure work from host CPUs while meeting supported deployment constraints. This choice concerns bluefield dpu infrastructure offload and may be valid in another design. But this case reports 'A proposed zero-trust design never identifies which identities can administer DPU infrastructure', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the acceptance evidence for these facts. A multi-node training test records throughput and collective communication time before and after adding nodes. This choice concerns scale-out cluster design and distributed communication and may be valid in another design. But this case reports 'A proposed zero-trust design never identifies which identities can administer DPU infrastructure', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the acceptance evidence for these facts. A measured offload configuration performs the intended network or security service while preserving application CPU resources and policy. This choice concerns bluefield dpu infrastructure offload and may be valid in another design. But this case reports 'A proposed zero-trust design never identifies which identities can administer DPU infrastructure', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the acceptance evidence for these facts. A representative job is scheduled, retrieves its data, communicates across nodes and reports health through the expected management plane. This choice concerns core components of an accelerated ai cluster and may be valid in another design. But this case reports 'A proposed zero-trust design never identifies which identities can administer DPU infrastructure', which calls for reasoning about dpu isolation and secure infrastructure services. The targeted response is: Use supported DPU infrastructure functions to separate privileged platform networking or security services from untrusted host workload control when appropriate.

Not the most direct the corrective action for these facts. Use NVIDIA Data Center GPU Manager to collect supported accelerator telemetry, health and diagnostic information across datacenter GPU nodes. This choice concerns nvidia dcgm gpu fleet diagnostics and health and may be valid in another design. But this case reports 'A GPU node is unresponsive and host SSH no longer accepts connections', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the corrective action for these facts. Interpret GPU compute utilization, device-memory occupancy, power draw and temperature together over time instead of using one metric as proof of efficient execution. This choice concerns gpu utilization memory and power telemetry interpretation and may be valid in another design. But this case reports 'A GPU node is unresponsive and host SSH no longer accepts connections', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the corrective action for these facts. Place tightly coupled distributed training processes with awareness of accelerator counts, network topology and collective communication demands, and validate gang-scheduling needs. This choice concerns distributed job placement and topology-aware orchestration and may be valid in another design. But this case reports 'A GPU node is unresponsive and host SSH no longer accepts connections', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the primary risk for these facts. Individually placed workers can deadlock or underperform when all required peers or usable network links are not allocated together. This choice concerns distributed job placement and topology-aware orchestration and may be valid in another design. But this case reports 'A GPU node is unresponsive and host SSH no longer accepts connections', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the primary risk for these facts. Inconsistent hardware or firmware versions across nodes can create hard-to-reproduce performance and compatibility failures. This choice concerns cluster inventory firmware and configuration baseline and may be valid in another design. But this case reports 'A GPU node is unresponsive and host SSH no longer accepts connections', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the primary risk for these facts. Ignoring recurring accelerator errors or replacing parts without evidence can extend outages and overlook software or platform causes. This choice concerns gpu reliability events and diagnostic triage and may be valid in another design. But this case reports 'A GPU node is unresponsive and host SSH no longer accepts connections', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the corrective action for these facts. Compare supported vGPU or time-sliced sharing, passthrough and MIG-backed virtualization according to VM isolation, licensing, performance and hardware support requirements. This choice concerns virtual gpus and gpu sharing approaches and may be valid in another design. But this case reports 'Operators cannot see power supply alarms because they only query Linux system logs', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the corrective action for these facts. Use a workload scheduler such as Slurm with explicit job GPU resource requests, queue policies and fair-share controls for shared training clusters. This choice concerns slurm batch queues fair-share and reservations and may be valid in another design. But this case reports 'Operators cannot see power supply alarms because they only query Linux system logs', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the corrective action for these facts. Use NVIDIA Data Center GPU Manager to collect supported accelerator telemetry, health and diagnostic information across datacenter GPU nodes. This choice concerns nvidia dcgm gpu fleet diagnostics and health and may be valid in another design. But this case reports 'Operators cannot see power supply alarms because they only query Linux system logs', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the action-and-evidence pair for these facts. Maintain an inventory of GPU systems, drivers, firmware, network devices and approved configuration versions with controlled rollout and reconciliation. This choice concerns cluster inventory firmware and configuration baseline and may be valid in another design. But this case reports 'Operators cannot see power supply alarms because they only query Linux system logs', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the action-and-evidence pair for these facts. Correlate supported GPU error counters and Xid or ECC events with driver logs, diagnostics and affected workloads before deciding on remediation or hardware replacement. This choice concerns gpu reliability events and diagnostic triage and may be valid in another design. But this case reports 'Operators cannot see power supply alarms because they only query Linux system logs', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.

Not the most direct the action-and-evidence pair for these facts. Several representative users submit jobs and the scheduler allocates only authorized GPU resources under the published priority and quota policy. This choice concerns slurm batch queues fair-share and reservations and may be valid in another design. But this case reports 'Operators cannot see power supply alarms because they only query Linux system logs', which calls for reasoning about bmc and out-of-band server health administration. The targeted response is: Use a secured baseboard management controller and out-of-band path to inspect system sensors, power and remote console status independently of the host operating system.