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

Question

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?

Answer 1

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