How can I optimize the latency of Generative AI models deployed on AWS Lambda

Question

With the help of code can you tell me How can I optimize the latency of Generative AI models deployed on AWS Lambda?

Answer 1

Optimize the latency of Generative AI models deployed on AWS Lambda, focus on reducing cold start times, optimizing model size, and using appropriate memory and concurrency settings.

Here is the code snippet you can refer to:

In the above code, we are using the following key points:

• Provisioned Concurrency to avoid cold starts.
• Model Optimization: Use smaller or optimized models.
• Increase Lambda Memory for faster execution.
• Consider SageMaker for large model deployment.