Question 30
An infrastructure administrator receives the following incident: A campus-to-data-center AI service relies on long-distance model synchronization, but the proposed network topology ignores the latency effects of cross-region collective operations. Which measured result most directly proves that this specific problem is resolved?
Explanation
Correct Answer
This is the measurable acceptance result for the described case: Measured iteration time stays within the training objective while asynchronous replication satisfies inter-region data movement requirements. It validates the corrective operation (Place tightly coupled training ranks within an appropriately low-latency high-bandwidth fabric and use planned data-transfer stages across regions.) rather than a related but different system check.
Incorrect Answers
This observation would help verify a different incident: A training farm connects every GPU node through one oversubscribed top-of-rack switch even though collective jobs exchange large volumes of east-west gradients. It does not directly establish the required result for the current case: Measured iteration time stays within the training objective while asynchronous replication satisfies inter-region data movement requirements.
This observation would help verify a different incident: A cluster uses dual network adapters, but both uplinks terminate on one leaf switch and the team claims it can withstand any single switch failure. It does not directly establish the required result for the current case: Measured iteration time stays within the training objective while asynchronous replication satisfies inter-region data movement requirements.
This observation would help verify a different incident: After drivers are installed, eight GPUs appear in the host inventory, but a test training program fails when allocating memory on one device. It does not directly establish the required result for the current case: Measured iteration time stays within the training objective while asynchronous replication satisfies inter-region data movement requirements.