Includes questions types found on actual exam such as drag and drop, simulation, type in, and fill in the blank.
NCP-AI Infrastructure NCP-AII Practice Test 14
Question 130
An engineer claims the change 'inspect NIC identity link negotiation and cabling at both ends' restored readiness. Which measurable test result would substantiate that claim?
ECC and system memory reports show all expected DIMMs with no active faults
expected ports are up at negotiated speed with no fault counters
ECC hardware counters remain clear under a controlled memory stress test
attestation software detects the intended TPM with a valid measured state
Explanation
Correct Answer
B:
Correct. The test directly checks whether network acceptance omitted direct NIC port and transceiver state verification has been remediated. That result supports operational acceptance rather than only configuration presence.
Incorrect Answers
A:
“ECC and system memory reports show all expected DIMMs with no active faults” addresses hardware discovery and memory inventory do not match approved BOM, but the current hardware or infrastructure issue is network acceptance omitted direct NIC port and transceiver state verification. The option “expected ports are up at negotiated speed with no fault counters” is more directly tied to the required outcome.
C:
“ECC hardware counters remain clear under a controlled memory stress test” addresses boot completion cannot justify acceptance with critical hardware errors, but the current hardware or infrastructure issue is network acceptance omitted direct NIC port and transceiver state verification. The option “expected ports are up at negotiated speed with no fault counters” is more directly tied to the required outcome.
D:
“attestation software detects the intended TPM with a valid measured state” addresses installed security component is not properly enabled and exposed, but the current hardware or infrastructure issue is network acceptance omitted direct NIC port and transceiver state verification. The option “expected ports are up at negotiated speed with no fault counters” is more directly tied to the required outcome.
Question 131
A validation report notes: an AI host contains a smaller NVMe cache drive than the storage plan specifies. What is the MOST defensible next action?
compare BMC asset PCIe listing and nvidia-smi before driver replacement
isolate memory slot and DIMM faults using diagnostics and compare installed capacity
reconcile block device models capacities and namespace mapping before workload admission
validate supported TPM hardware firmware settings and host enumeration
Explanation
Correct Answer
C:
Correct. The underlying problem is local disk capacity and namespace layout do not match the deployment bill of materials. This intervention targets that mechanism. Confirm completion through disk inventory and usable capacity equal approved requirements.
Incorrect Answers
A:
Useful for software-level symptoms were not isolated from hardware enumeration faults, but it does not remove the specific condition: local disk capacity and namespace layout do not match the deployment bill of materials.
B:
“isolate memory slot and DIMM faults using diagnostics and compare installed capacity” addresses hardware discovery and memory inventory do not match approved BOM, but the current hardware or infrastructure issue is local disk capacity and namespace layout do not match the deployment bill of materials. The option “reconcile block device models capacities and namespace mapping before workload admission” is more directly tied to the required outcome.
D:
“validate supported TPM hardware firmware settings and host enumeration” addresses installed security component is not properly enabled and exposed, but the current hardware or infrastructure issue is local disk capacity and namespace layout do not match the deployment bill of materials. The option “reconcile block device models capacities and namespace mapping before workload admission” is more directly tied to the required outcome.
Question 132
The site has performed 'reconcile block device models capacities and namespace mapping before workload admission'. Which direct result is needed to close this issue rather than merely check a configuration?
lspci and NIC inventory return four approved adapter identities
ECC and system memory reports show all expected DIMMs with no active faults
both firmware and operating system enumerate the intended GPU
disk inventory and usable capacity equal approved requirements
Explanation
Correct Answer
D:
Correct. The test directly checks whether local disk capacity and namespace layout do not match the deployment bill of materials has been remediated. That result supports operational acceptance rather than only configuration presence.
Incorrect Answers
A:
“lspci and NIC inventory return four approved adapter identities” addresses a network adapter is missing from PCIe enumeration or its slot is faulty, but the current hardware or infrastructure issue is local disk capacity and namespace layout do not match the deployment bill of materials. The option “disk inventory and usable capacity equal approved requirements” is more directly tied to the required outcome.
B:
“ECC and system memory reports show all expected DIMMs with no active faults” addresses hardware discovery and memory inventory do not match approved BOM, but the current hardware or infrastructure issue is local disk capacity and namespace layout do not match the deployment bill of materials. The option “disk inventory and usable capacity equal approved requirements” is more directly tied to the required outcome.
C:
“both firmware and operating system enumerate the intended GPU” addresses software-level symptoms were not isolated from hardware enumeration faults, but the current hardware or infrastructure issue is local disk capacity and namespace layout do not match the deployment bill of materials. The option “disk inventory and usable capacity equal approved requirements” is more directly tied to the required outcome.
Question 133
A chassis powers on despite one redundant PSU showing failed input status. Which corrective action is MOST appropriate before commissioning can proceed?
repair PSU or feed fault and verify dual-feed healthy state
replace approved fan modules and verify redundancy status
inspect adapter seating PCIe slot state and BMC inventory against BOM
validate supported TPM hardware firmware settings and host enumeration
Explanation
Correct Answer
A:
Correct. The underlying problem is system POST masks power redundancy loss. This intervention targets that mechanism. Confirm completion through BMC and power telemetry show both power modules available under load.
Incorrect Answers
B:
“replace approved fan modules and verify redundancy status” addresses active fan hardware faults are masked by transient service availability, but the current hardware or infrastructure issue is system POST masks power redundancy loss. The option “repair PSU or feed fault and verify dual-feed healthy state” is more directly tied to the required outcome.
C:
Useful for a network adapter is missing from PCIe enumeration or its slot is faulty, but it does not remove the specific condition: system POST masks power redundancy loss.
D:
“validate supported TPM hardware firmware settings and host enumeration” addresses installed security component is not properly enabled and exposed, but the current hardware or infrastructure issue is system POST masks power redundancy loss. The option “repair PSU or feed fault and verify dual-feed healthy state” is more directly tied to the required outcome.
Question 134
The implementation team reports that it has completed 'repair PSU or feed fault and verify dual-feed healthy state'. Which evidence should the acceptance reviewer request?
both firmware and operating system enumerate the intended GPU
BMC sensors report healthy fans and cooling recovery within limits
BMC and power telemetry show both power modules available under load
disk inventory and usable capacity equal approved requirements
Explanation
Correct Answer
C:
Correct. This result validates the change in service conditions and is the closest evidence that system POST masks power redundancy loss is no longer causing the issue.
Incorrect Answers
A:
“both firmware and operating system enumerate the intended GPU” addresses software-level symptoms were not isolated from hardware enumeration faults, but the current hardware or infrastructure issue is system POST masks power redundancy loss. The option “BMC and power telemetry show both power modules available under load” is more directly tied to the required outcome.
B:
“BMC sensors report healthy fans and cooling recovery within limits” addresses active fan hardware faults are masked by transient service availability, but the current hardware or infrastructure issue is system POST masks power redundancy loss. The option “BMC and power telemetry show both power modules available under load” is more directly tied to the required outcome.
D:
“disk inventory and usable capacity equal approved requirements” addresses local disk capacity and namespace layout do not match the deployment bill of materials, but the current hardware or infrastructure issue is system POST masks power redundancy loss. The option “BMC and power telemetry show both power modules available under load” is more directly tied to the required outcome.
Question 135
An NVIDIA infrastructure team reports this operational finding: a technician reports a missing GPU based solely on an application error without checking PCIe device visibility. Which action MOST directly addresses it?
inspect adapter seating PCIe slot state and BMC inventory against BOM
isolate memory slot and DIMM faults using diagnostics and compare installed capacity
diagnose and replace the failing memory component before burn-in
compare BMC asset PCIe listing and nvidia-smi before driver replacement
Explanation
Correct Answer
D:
Correct. This is the corrective step for software-level symptoms were not isolated from hardware enumeration faults; it addresses the failure at its source. The confirming observation is both firmware and operating system enumerate the intended GPU.
Incorrect Answers
A:
Useful for a network adapter is missing from PCIe enumeration or its slot is faulty, but it does not remove the specific condition: software-level symptoms were not isolated from hardware enumeration faults.
B:
“isolate memory slot and DIMM faults using diagnostics and compare installed capacity” addresses hardware discovery and memory inventory do not match approved BOM, but the current hardware or infrastructure issue is software-level symptoms were not isolated from hardware enumeration faults. The option “compare BMC asset PCIe listing and nvidia-smi before driver replacement” is more directly tied to the required outcome.
C:
“diagnose and replace the failing memory component before burn-in” addresses boot completion cannot justify acceptance with critical hardware errors, but the current hardware or infrastructure issue is software-level symptoms were not isolated from hardware enumeration faults. The option “compare BMC asset PCIe listing and nvidia-smi before driver replacement” is more directly tied to the required outcome.
Question 136
An engineer claims the change 'compare BMC asset PCIe listing and nvidia-smi before driver replacement' restored readiness. Which measurable test result would substantiate that claim?
attestation software detects the intended TPM with a valid measured state
both firmware and operating system enumerate the intended GPU
negotiated PCIe width and throughput meet the acceptance baseline
lspci and NIC inventory return four approved adapter identities
Explanation
Correct Answer
B:
Correct. This is observable proof for the intended change, not just evidence that a command was issued. It establishes both firmware and operating system enumerate the intended GPU, addressing software-level symptoms were not isolated from hardware enumeration faults.
Incorrect Answers
A:
“attestation software detects the intended TPM with a valid measured state” addresses installed security component is not properly enabled and exposed, but the current hardware or infrastructure issue is software-level symptoms were not isolated from hardware enumeration faults. The option “both firmware and operating system enumerate the intended GPU” is more directly tied to the required outcome.
C:
“negotiated PCIe width and throughput meet the acceptance baseline” addresses pCIe lane width or generation constrains measured device bandwidth, but the current hardware or infrastructure issue is software-level symptoms were not isolated from hardware enumeration faults. The option “both firmware and operating system enumerate the intended GPU” is more directly tied to the required outcome.
D:
“lspci and NIC inventory return four approved adapter identities” addresses a network adapter is missing from PCIe enumeration or its slot is faulty, but the current hardware or infrastructure issue is software-level symptoms were not isolated from hardware enumeration faults. The option “both firmware and operating system enumerate the intended GPU” is more directly tied to the required outcome.
Question 137
A validation report notes: a storage NIC is installed in a lower-capability PCIe slot than the approved throughput design. What is the MOST defensible next action?
inspect adapter seating PCIe slot state and BMC inventory against BOM
move or configure the adapter in the qualified host slot
diagnose and replace the failing memory component before burn-in
isolate memory slot and DIMM faults using diagnostics and compare installed capacity
Explanation
Correct Answer
B:
Correct. This is the corrective step for PCIe lane width or generation constrains measured device bandwidth; it addresses the failure at its source. The confirming observation is negotiated PCIe width and throughput meet the acceptance baseline.
Incorrect Answers
A:
“inspect adapter seating PCIe slot state and BMC inventory against BOM” addresses a network adapter is missing from PCIe enumeration or its slot is faulty, but the current hardware or infrastructure issue is pCIe lane width or generation constrains measured device bandwidth. The option “move or configure the adapter in the qualified host slot” is more directly tied to the required outcome.
C:
Useful for boot completion cannot justify acceptance with critical hardware errors, but it does not remove the specific condition: PCIe lane width or generation constrains measured device bandwidth.
D:
“isolate memory slot and DIMM faults using diagnostics and compare installed capacity” addresses hardware discovery and memory inventory do not match approved BOM, but the current hardware or infrastructure issue is pCIe lane width or generation constrains measured device bandwidth. The option “move or configure the adapter in the qualified host slot” is more directly tied to the required outcome.
Question 138
The site has performed 'move or configure the adapter in the qualified host slot'. Which direct result is needed to close this issue rather than merely check a configuration?
both firmware and operating system enumerate the intended GPU
lspci and NIC inventory return four approved adapter identities
negotiated PCIe width and throughput meet the acceptance baseline
expected ports are up at negotiated speed with no fault counters
Explanation
Correct Answer
C:
Correct. This result validates the change in service conditions and is the closest evidence that PCIe lane width or generation constrains measured device bandwidth is no longer causing the issue.
Incorrect Answers
A:
“both firmware and operating system enumerate the intended GPU” addresses software-level symptoms were not isolated from hardware enumeration faults, but the current hardware or infrastructure issue is pCIe lane width or generation constrains measured device bandwidth. The option “negotiated PCIe width and throughput meet the acceptance baseline” is more directly tied to the required outcome.
B:
“lspci and NIC inventory return four approved adapter identities” addresses a network adapter is missing from PCIe enumeration or its slot is faulty, but the current hardware or infrastructure issue is pCIe lane width or generation constrains measured device bandwidth. The option “negotiated PCIe width and throughput meet the acceptance baseline” is more directly tied to the required outcome.
D:
“expected ports are up at negotiated speed with no fault counters” addresses network acceptance omitted direct NIC port and transceiver state verification, but the current hardware or infrastructure issue is pCIe lane width or generation constrains measured device bandwidth. The option “negotiated PCIe width and throughput meet the acceptance baseline” is more directly tied to the required outcome.
Question 139
A server claims TPM attestation support but the operating system cannot enumerate the platform security module. Which corrective action is MOST appropriate before commissioning can proceed?
isolate memory slot and DIMM faults using diagnostics and compare installed capacity
validate supported TPM hardware firmware settings and host enumeration
reconcile block device models capacities and namespace mapping before workload admission
inspect NIC identity link negotiation and cabling at both ends
Explanation
Correct Answer
B:
Correct. The incident follows from installed security component is not properly enabled and exposed. This action changes the failing dependency, with attestation software detects the intended TPM with a valid measured state as a measurable success criterion.
Incorrect Answers
A:
Useful for hardware discovery and memory inventory do not match approved BOM, but it does not remove the specific condition: installed security component is not properly enabled and exposed.
C:
“reconcile block device models capacities and namespace mapping before workload admission” addresses local disk capacity and namespace layout do not match the deployment bill of materials, but the current hardware or infrastructure issue is installed security component is not properly enabled and exposed. The option “validate supported TPM hardware firmware settings and host enumeration” is more directly tied to the required outcome.
D:
“inspect NIC identity link negotiation and cabling at both ends” addresses network acceptance omitted direct NIC port and transceiver state verification, but the current hardware or infrastructure issue is installed security component is not properly enabled and exposed. The option “validate supported TPM hardware firmware settings and host enumeration” is more directly tied to the required outcome.
Question 140
The implementation team reports that it has completed 'validate supported TPM hardware firmware settings and host enumeration'. Which evidence should the acceptance reviewer request?
both firmware and operating system enumerate the intended GPU
ECC and system memory reports show all expected DIMMs with no active faults
expected ports are up at negotiated speed with no fault counters
attestation software detects the intended TPM with a valid measured state
Explanation
Correct Answer
D:
Correct. The test directly checks whether installed security component is not properly enabled and exposed has been remediated. That result supports operational acceptance rather than only configuration presence.
Incorrect Answers
A:
“both firmware and operating system enumerate the intended GPU” addresses software-level symptoms were not isolated from hardware enumeration faults, but the current hardware or infrastructure issue is installed security component is not properly enabled and exposed. The option “attestation software detects the intended TPM with a valid measured state” is more directly tied to the required outcome.
B:
“ECC and system memory reports show all expected DIMMs with no active faults” addresses hardware discovery and memory inventory do not match approved BOM, but the current hardware or infrastructure issue is installed security component is not properly enabled and exposed. The option “attestation software detects the intended TPM with a valid measured state” is more directly tied to the required outcome.
C:
“expected ports are up at negotiated speed with no fault counters” addresses network acceptance omitted direct NIC port and transceiver state verification, but the current hardware or infrastructure issue is installed security component is not properly enabled and exposed. The option “attestation software detects the intended TPM with a valid measured state” is more directly tied to the required outcome.
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NVIDIA NCP-AII Practice Test Questions, NVIDIA NCP-AII Exam Practice Test Questions
Looking to pass your tests the first time. You can study with NVIDIA NCP-AII certification practice test questions and answers, study guide, training courses. With Exam-Labs VCE files you can prepare with NVIDIA NCP-AII NCP-AI Infrastructure exam practice test questions and answers. The most complete solution for passing with NVIDIA certification NCP-AII exam practice test questions and answers, study guide, training course.
NCP-AII: NVIDIA AI Infrastructure Professional
NCP-AII is NVIDIA’s professional certification for deploying, configuring, and validating advanced AI infrastructure. The current exam is remotely proctored, lasts 120 minutes, and lists roughly 70–75 questions. NVIDIA recommends two to three years of operational data-center experience with NVIDIA hardware solutions, which is a useful indicator of the expected depth: this is a deployment credential for practitioners, not an introduction to GPU terminology.
The blueprint is heavily weighted toward hands-on infrastructure outcomes. System and Server Bring-up accounts for 31 percent, Physical Layer Management 5 percent, Control Plane Installation and Configuration 19 percent, and Cluster Test and Verification 33 percent, with the remaining objectives focused on troubleshooting and related operational tasks. Candidates need to understand how an AI platform is assembled, proven healthy, and made ready for workloads.
The natural foundation is NCA-AIIO, which explains the broader AI infrastructure model. NCP-AII then goes deeper into implementation. It is complementary to NCP-AIN for the network fabric and NCP-AIO for ongoing cluster operations.
Professional-level infrastructure work starts with controlled server bring-up
The largest implementation domain begins before an operating system is useful. Candidates need to understand deployment sequencing, BMC and out-of-band management, TPM-related setup, firmware, fault detection, power and cooling validation, GPU installation, cable and transceiver checks, and the initial proof that hardware behaves as expected. Each step is a dependency for the next one.
The important habit is to treat bring-up as a validation process rather than an installation checklist. A server that powers on may still have the wrong firmware, an unhealthy accelerator, a cabling problem, or a thermal condition that appears only under load. Professional engineers establish a known baseline before adding cluster software so later failures can be traced to the correct layer.
Bring-up also has a documentation dimension. Serial numbers, component inventory, firmware baselines, cable maps, management addresses, and test results should be captured as the system is built. That record becomes the reference for warranty work, replacement hardware, future expansion, and incident comparison. In a large cluster, undocumented differences between nodes can become operational debt very quickly.
AI factory topology makes physical connectivity part of system design
NVIDIA’s blueprint expects candidates to understand network topologies for AI factories and to validate the physical links that support them. Accelerator clusters depend on predictable east-west communication, and small cabling or transceiver errors can produce large performance effects when collective operations span many nodes.
The networking concepts in Ethernet switching are still relevant, but an AI fabric also introduces high-speed interconnect choices, rail-oriented layouts, RDMA behavior, and strict performance expectations. NCP-AII candidates do not need to replace a specialist network engineer, yet they must know enough to verify that the infrastructure handed to the cluster is suitable.
Control-plane installation creates the software environment that makes hardware usable
The control-plane domain includes installing Base Command Manager, configuring high availability, installing operating systems, building the cluster, configuring interfaces, and installing components such as Slurm, Enroot, Pyxis, GPU drivers, DOCA drivers, the NVIDIA Container Toolkit, and NGC tooling. The challenge is the dependency graph among those components.
Version compatibility is critical. Drivers, firmware, container runtimes, orchestration tools, and workload libraries can all constrain one another. A professional candidate should understand how to consult support matrices, stage an update, validate the result, and avoid creating a cluster where each component is individually installed but the whole stack is unsupported.
Base Command Manager and related control-plane tooling should be understood in terms of function rather than screen location. Candidates need to know how node categories, images, interfaces, provisioning, software distribution, and high-availability controls contribute to consistent cluster state. If one node differs from its peers, the engineer should be able to determine whether the drift came from provisioning, a failed update, or a deliberate exception.
Containers and schedulers connect infrastructure to real AI workloads
Modern AI environments commonly use containers to package software and schedulers to allocate scarce accelerator resources. The exam includes using NVIDIA GPUs with Docker and preparing cluster components such as Slurm and container integrations. Candidates should understand why containers improve reproducibility while still depending on the host driver, runtime configuration, device exposure, networking, and storage.
The broader distinction between containers and virtualized environments helps frame the design choices. A container is not a hardware abstraction that removes every host dependency. For GPU workloads, the relationship among the host, driver, runtime, image, and scheduler has to remain visible during troubleshooting.
Schedulers also expose infrastructure policy. Slurm partitions, resource requests, priorities, and job placement influence which workloads reach which accelerators. Even when NCP-AII is focused on deployment, the engineer must verify that the installed scheduler can see the hardware correctly and that a representative workload can be placed and executed without hidden device or topology problems.
Cluster verification is a performance proof, not a green status light
NVIDIA assigns 33 percent of the blueprint to cluster test and verification. Objectives include single-node stress tests, HPL, NCCL, signal-quality checks, firmware confirmation on switches and BlueField components, ClusterKit assessments, fabric-bandwidth verification, and burn-in testing. This reflects a fundamental services principle: a cluster is not ready merely because it formed successfully.
Candidates should understand what each test proves. HPL stresses floating-point compute and broader system behavior, while NCCL exercises GPU communication paths and can reveal fabric or topology problems. A signal-quality or cable test answers a different question from a software health check. The professional skill is selecting the right test for the failure hypothesis and interpreting the result in context.
Burn-in should be planned so that it stresses the system without obscuring the cause of a failure. Running every possible test simultaneously may produce impressive load while making diagnosis difficult. A better validation sequence establishes single-node health, then intra-node GPU communication, then inter-node fabric behavior, and finally sustained cluster-scale tests. The sequence narrows the point at which a defect appears.
Acceptance testing should also compare the assembled cluster with a declared baseline. The point is not merely to produce one fast benchmark run; it is to prove that nodes behave consistently enough to enter service. Outliers in GPU health, interconnect throughput, thermals, firmware, or storage access deserve investigation even when the aggregate result looks acceptable. A professional handoff should therefore include expected ranges, failed or deferred tests, remediation notes, and a clear statement of which evidence demonstrates that the infrastructure is ready for production workloads.
Power, cooling, and hardware validation remain relevant under sustained load
AI systems can pass an idle inspection and fail during sustained work if power delivery, thermal headroom, or cooling is inadequate. The bring-up objectives therefore include validating facility parameters before burn-in. Candidates should be able to explain why load testing belongs after physical and firmware checks and before declaring the system production-ready.
This is where general data-center design becomes operational. Rack power, airflow, cooling strategy, service clearances, and monitoring all influence the reliability of expensive accelerator systems. Infrastructure teams need a common language with facilities teams because neither side can validate the deployment alone.
Troubleshooting should preserve evidence across hardware and software layers
Professional AI infrastructure failures rarely announce which layer is responsible. A workload error can originate in a GPU, transceiver, switch, firmware mismatch, driver, container runtime, scheduler, storage system, or application. NCP-AII preparation should therefore practice evidence collection from the lowest physical layer through the control plane before making changes.
A disciplined process begins with scope and recent change. Compare affected and healthy nodes, inspect hardware telemetry, verify versions, test the fabric, reproduce the failure with a known workload, and make one controlled correction. If the problem is escalated, the collected evidence should allow another engineer to continue from the same point rather than restart diagnosis.
Storage deserves explicit attention because training and validation tools can themselves create heavy I/O. If compute and fabric tests pass but workloads stall while loading datasets or writing checkpoints, the storage path may be the limiting layer. Candidates should know how to distinguish a compute-bound test from an I/O-bound workload before concluding that the GPUs or network are underperforming.
A useful isolation technique is to change one dimension at a time. If the same workload fails only on one node, compare that node with a healthy peer before changing cluster-wide configuration. If several nodes fail across the same fabric path, shift attention toward switching, cabling, transceivers, or collective-communication behavior. If failures begin immediately after a driver or image change, test the version boundary before replacing hardware. This controlled comparison prevents expensive component swaps from becoming substitutes for diagnosis and makes the final root-cause record defensible.
Study should culminate in a documented build-and-validate runbook
A good NCP-AII lab starts with a blank or reset environment and ends with a cluster that has passed defined acceptance tests. Record BMC settings, firmware, network interfaces, driver versions, container runtime, scheduler configuration, and validation results. Then deliberately break one dependency and demonstrate that the runbook helps locate the problem.
Use NVIDIA documentation and the current exam blueprint as the authority for supported procedures. The strongest preparation does not merely memorize the names of HPL, NCCL, BCM, or NGC; it explains why each belongs in the deployment lifecycle, what evidence it produces, and what decision an engineer can make from that evidence.
For final review, walk through the build in dependency order and state the acceptance criterion for each layer. If you cannot say what “good” looks like for firmware, cabling, drivers, fabric, scheduler, and stress testing, the corresponding section deserves another lab pass.
Candidates should also rehearse the handoff from commissioning to operations: what monitoring remains active, which baselines are retained, how configuration drift is detected, and what evidence an operations team needs when a node later departs from the accepted state.
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