Composable Effect Handling for Programming LLM-Integrated Scripts

摘要

Implementing LLM-integrated scripts introduces challenges in modularity and performance, as scripts are often coupled to specific LLM implementations and fail to exploit parallelization opportunities. This paper proposes using composable effect handling to separate workflow logic from effectful operations, such as LLM calls, I/O, and concurrency, enabling modularity without sacrificing the opportunity for performance optimization. By treating these operations as abstract interfaces and discharging them via effect handlers, this paper shows that scripts can achieve significant speedups (e.g., 10× in a Tree-of-Thoughts case study) without compromising modularity. This paper aims to promote composable effect handling as a programming style for LLM scripting.

出版物
In Language Models and Programming Languages
王迪
王迪
助理教授

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