HotStorage 2024 Best paper award
Can Modern LLMs Tune and Configure LSM-based Key-Value Stores?
https://dl.acm.org/doi/10.1145/3655038.3665954
Can Modern LLMs Tune and Configure LSM-based Key-Value Stores? | Proceedings of the 16th ACM Workshop on Hot Topics in Storage a
Key-value stores are increasingly adopting LSM-trees as their enabling data structure in the backend block storage, and persisting their clustered data through a block manager, usually a file system. In general, a file system is expected to not only ...
dl.acm.org
Motivation > Complexity in tuning LSM-based key-value stores due to numerous parameters
Goal > Automated tuning for optimal performance
Solution > Use large language models to adjust configuration parameters efficiently
수많은 파라미터를 가진 LSM 구조를 효율적으로 조정하는 문제에 대한 연구
LLM을 활용해 파라미터 설정을 자동화해서 쉽게 성능 최적화 달성