What s the best way to implement a circuit breaker with request prioritization for handling rate limits in Gen AI applications

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Can you use code to help me find the best ways to implement a circuit breaker with request prioritization for handling rate limits in Gen AI applications?
Nov 27, 2024 in Generative AI by Ashutosh
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The best way to implement a circuit breaker with request prioritization for handling rate limits in Gen AI applications is by combining a priority queue for managing requests with a circuit breaker library like Resilience4j. Here are the methods you can follow:

  • Set Up Circuit Breaker

               Use Resilience4j for circuit breaking:

                

  • Define Request with Prioritization

               

  •  Use the Handler

               

In the above references, we are using a Circuit Breaker, which avoids overwhelming Gen AI APIs during failures. A Priority Queue ensures critical requests are processed first, and Fallback Handling, Resilience4j, allows for custom fallbacks during failures.

Hence, by referring to the above, you can implement a circuit breaker with request prioritization for handling rate limits in Gen AI applications. Unlock Opportunities with Generative AI Certification! Stay ahead in AI innovation. Join Now!

Related Post: How can I reduce latency when using GPT models in real-time applications

answered Nov 28, 2024 by gen ai expert

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