Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Parrot introduces Semantic Variable as a unified abstraction to optimize LLM-based applications. By providing application-level knowledge to public LLM services, Parrot enables the optimization of end-to-end performance through data flow analysis and correlation discovery. Evaluations demonstrate significant improvement for popular practical use cases of LLM applications.

• Semantic Variable for enhancing end-to-end LLM performance
• Optimization of workflows across multiple LLM requests
• Order-of-magnitude improvement in LLM application performance

Parrot offers a new approach to enhance the efficiency and performance of LLM-based applications. Future research can explore further optimizations and applications of Semantic Variable in diverse AI scenarios. Read more