HotStorage 2024
ION: Navigating the HPC I/O Optimization Journey using Large Language Models
https://dl.acm.org/doi/10.1145/3655038.3665950
ION: Navigating the HPC I/O Optimization Journey using Large Language Models | Proceedings of the 16th ACM Workshop on Hot Topic
Scaling of conventional CMOS circuit tends to have short channel effects due to which, effect such as drain induced barrier lowering, hot electron effect, punch through etc takes place and hence leakage increases in the transistor. To minimize short ...
dl.acm.org
Motivation > Performance bottlenecks in HPC environments caused by I/O inefficiencies
Goal > Improved I/O performance and ease of use for users
Solution > Utilize large language models for automated generation and analysis of I/O optimization code
하이 퍼포먼스 컴퓨팅 환경에서 비효율적인 io로 인한 보틀넥 현상 개선을 위한 연구
아이온은 llm을 사용해서 io 최적화 코드를 자동으로 생성하고 분석해서 복잡한 하이 퍼포먼스 컴퓨팅 환경에서의 io 최적화 과정을 단순화하고 성능 향상을 이루었다.