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| Section | Weight | Objectives |
|---|
| Topic 1: Cluster Test and Verification | 33% | - Cluster diagnostics
- 1. ClusterKit multi-node assessment
- 2. Storage testing
- Network and hardware validation
- 1. Cabling and signal verification
- 2. Firmware validation (switches, transceivers, BlueField)
- 3. NVLink validation
- Performance and stress testing
- 1. Cluster burn-in tests (HPL, NCCL, NeMo)
- 2. NCCL communication testing
- 3. Single-node stress testing
- 4. HPL (High-Performance Linpack) benchmarking
|
| Topic 2: Troubleshoot and Optimize | 12% | - Performance optimization
- 1. Server performance tuning (Intel/AMD platforms)
- 2. Storage optimization
- Fault detection and remediation
- 1. Replacement of faulty hardware components
- 2. GPU, fan, network card fault identification
|
| Topic 3: Control Plane Installation and Configuration | 19% | - Drivers and toolkits
- 1. NVIDIA container toolkit installation
- 2. NGC CLI deployment
- 3. NVIDIA GPU and DOCA drivers installation/update
- Infrastructure software stack deployment
- 1. Operating system installation
- 2. Base Command Manager (BCM) installation and HA configuration
- 3. Cluster setup (Slurm, Enroot, Pyxis)
- GPU utilization in containers
- 1. Docker GPU usage validation
|
| Topic 4: Physical Layer Management | 5% | - Networking and GPU partitioning
- 1. MIG (Multi-Instance GPU) configuration
- 2. BlueField network platform configuration
|
| Topic 5: System and Server Bring-up | 31% | - Hardware initialization and configuration
- 1. Firmware upgrades including HGX and fault detection
- 2. Hardware validation for workloads
- 3. BMC, OOB, and TPM initial configuration
- 4. GPU server installation and validation
- Deployment and validation lifecycle
- 1. Network topologies for AI factories
- 2. Sequence of deployment and validation events
- Physical infrastructure validation
- 1. Cable and transceiver types validation
- 2. Power and cooling validation
- 3. Storage parameter initialization
|
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NVIDIA AI Infrastructure Sample Questions (Q179-Q184):
NEW QUESTION # 179
You are deploying a multi-tenant AI infrastructure where different users or groups have isolated network environments using VXLAN. Which of the following is the MOST important consideration when configuring the VTEPs (VXLAN Tunnel Endpoints) on the hosts to ensure proper network isolation and performance?
- A. Using the same VNI for all tenants to maximize network utilization.
- B. Disabling multicast routing to prevent broadcast traffic.
- C. Using the same IP address for all VTEPs to simplify routing.
- D. Using the default MTU size of 1500 bytes for VXLAN traffic.
- E. Ensuring that each tenant has a unique VXLAN Network Identifier (VNI) to isolate their traffic.
Answer: E
Explanation:
The most critical aspect of VXLAN configuration for multi-tenancy is ensuring that each tenant has a unique VNI. The VNI is a 24-bit identifier that segments the VXLAN network into isolated logical networks. Using unique VNIs guarantees that traffic from one tenant remains isolated from other tenants, preventing data leakage and ensuring security. Using overlapping or shared VNIs would defeat the purpose of VXLAN- based isolation.
NEW QUESTION # 180
A Slurm-managed AI cluster contains both H100 and L40 GPU nodes. Several inference jobs requiring only modest GPU resources are repeatedly scheduled onto H100 nodes, delaying large distributed training jobs. Which scheduling strategy would best improve overall cluster efficiency?
- A. Disable scheduling on H100 nodes.
- B. Define partitions or resource constraints so workloads are matched to appropriate GPU types.
- C. Allow Slurm to randomly assign GPUs without resource awareness.
- D. Configure every node with identical GPU memory.
Answer: B
Explanation:
Slurm supports partitions, Generic Resources (GRES), constraints, and scheduling policies that match workloads to suitable hardware. Assigning inference workloads to lower-cost GPUs while reserving H100 systems for large-scale training improves utilization and throughput. Disabling nodes wastes resources, and random scheduling ignores workload requirements.
NEW QUESTION # 181
A system administrator needs to check the health of the DGX power supplies. What command should be used?
- A. ipmitool sdr |grep PWR_SYSTEM
- B. lspci |grep -i psu
- C. nvsm show psus
- D. nvidia-smi -q|grep -i power\ draw
Answer: C
Explanation:
nvsm show psus displays the DGX power supply status and health information. It is the appropriate NVSM command to check whether the power supplies are present, healthy, and operating normally.
NEW QUESTION # 182
An AI server utilizes a QSFP28 transceiver with MPO connector. During troubleshooting, you suspect a faulty transceiver. Which steps are most important to perform when physically inspecting and testing the transceiver?
- A. Check the transceiver's firmware version, measure the transceiver's temperature using an infrared thermometer, and perform a bit error rate test (BERT).
- B. Visually inspect the connector for damage, clean the connector end-face with an appropriate fiber optic cleaning tool, and verify the transceiver's DOM (Digital Optical Monitoring) information, particularly TX power, RX power, and temperature.
- C. Visually inspect the connector for damage, clean the connector end-face with an appropriate fiber optic cleaning tool, and perform an Optical Time Domain Reflectometer (OTDR) test.
- D. Examine the transceiver's EEPROM data, measure the supply voltage with a multimeter, and perform a link speed auto-negotiation test.
- E. Verify the transceiver's DOM (Digital Optical Monitoring) information, clean the connector end-face with a dry cloth, and perform a ping test.
Answer: B
Explanation:
The MOST important steps involve visual inspection for damage, cleaning the connector to ensure a good optical connection, and verifying DOM information to assess the transceivers health and signal levels. OTDR is more suited for cable diagnosis. While firmware and voltage are relevant, the DOM provides immediate health indicators.
NEW QUESTION # 183
You are installing the operating system as part of the initial setup for a new NVIDIA Base Command Manager (BCM) cluster. Which two of the following actions are essential for a successful OS installation on the cluster's head node? (Choose two.)
- A. Configure network switches for PXE boot to all compute nodes before installing the OS on the head node.
- B. Start the head node OS installation process with the system BIOS set to legacy boot mode instead of UEFI.
- C. Download the latest BCM ISO and verify its integrity using the provided checksum, then start the installation.
- D. Set the desired time zone and configure NTP synchronization during the OS installation wizard.
Answer: C,D
Explanation:
A successful BCM head node installation requires using a verified BCM ISO so the installer media is trusted and complete. During the installation wizard, setting the correct time zone and configuring NTP synchronization are also essential because accurate time is required for reliable cluster services, authentication, logging, and management operations.
NEW QUESTION # 184
......
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