SAA-C03 · Question #821
SAA-C03 Question #821: Real Exam Question with Answer & Explanation
The correct answer is B: Use an Amazon FSx for Lustre file system and Amazon S3 with Data Repository Association. Amazon FSx for Lustre natively integrates with Amazon S3 via a Data Repository Association, providing a high-throughput, scalable file system. Preloading S3 data into FSx for Lustre allows the training cluster to access data quickly, reducing data loading time and optimizing the
Question
An advertising company stores terabytes of data in an Amazon S3 data lake. The company wants to build its own foundation model (FM) and has deployed a training cluster on AWS. The company loads file-based data from Amazon S3 to the training cluster to train the FM. The company wants to reduce data loading time to optimize the overall deployment cycle. The company needs a storage solution that is natively integrated with Amazon S3. The solution must be scalable and provide high throughput. Which storage solution will meet these requirements?
Options
- AMount an Amazon Elastic File System (Amazon EFS) file system to the training cluster. Use AWS
- BUse an Amazon FSx for Lustre file system and Amazon S3 with Data Repository Association
- CAttach Amazon Block Store (Amazon EBS) volumes to the training cluster. Load the data from
- DUse AWS DataSync to migrate the data from Amazon S3 to the training cluster as files. Train the
Explanation
Amazon FSx for Lustre natively integrates with Amazon S3 via a Data Repository Association, providing a high-throughput, scalable file system. Preloading S3 data into FSx for Lustre allows the training cluster to access data quickly, reducing data loading time and optimizing the foundation model training cycle.
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