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AIP-C01 · Question #48

AIP-C01 Question #48: Real Exam Question with Answer & Explanation

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Deployment, Operations, and Optimization

Question

A company is using Amazon Bedrock and Anthropic Claude 3 Haiku to develop an AI assistant. The AI assistant normally processes 10,000 requests each hour but experiences surges of up to 30,000 requests each hour during peak usage periods. The AI assistant must respond within 2 seconds while operating across multiple AWS Regions. The company observes that during peak usage periods, the AI assistant experiences throughput bottlenecks that cause increased latency and occasional request timeouts. The company must resolve the performance issues. Which solution will meet this requirement?

Options

  • APurchase provisioned throughput and sufficient model units (MUs) in a single Region. Configure
  • BImplement token batching to reduce API overhead. Use cross-Region inference profiles to
  • CSet up auto scaling AWS Lambda functions in each Region. Implement client-side round-robin
  • DImplement batch inference for all requests by using Amazon S3 buckets across multiple Regions.

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Topics

#Generative AI optimization#Amazon Bedrock#Throughput and Latency#Multi-Region Architecture
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