楠本研究室

業績一覧

ホーム業績一覧

Development of Code Completion System for Dockerfiles

Development of Code Completion System for Dockerfiles
日本ソフトウェア科学会誌コンピュータソフトウェア, vol.38, no.4, pp.453-459 (2021)
概要: Containerization, in which multiple virtual servers (i.e., containers) are built on a single physical server, is widely employed for cost reduction and effective resource utilization. The object of this study is Docker, the de facto standard containerization platform. Containers in Docker are built by writing configuration scripts and creating files called Dockerfile. Managing the infrastructure as code makes it possible to apply knowledge gained from conventional software development to infrastructure configuration. However, infrastructure as code is a relatively new technology, some domains of which have not been fully researched. In this study, we focus on code completion and aim to construct a system that supports the development of Dockerfiles. The proposed system applies machine learning with long short-term memory to a pre-collected dataset to create language models and uses model switching to overcome a Docker-specific code completion problem. Evaluation experiments show that the implemented code completion system, Humpback, has a high average recommendation accuracy of 88.9%. タグ: code, completion, development, dockerfiles, system
@article{KaiseiHanayama2021a,
  author = {Kaisei Hanayama and Shinsuke Matsumoto and Shinji Kusumoto},
  title = {Development of Code Completion System for Dockerfiles},
  journal = {日本ソフトウェア科学会誌コンピュータソフトウェア},
  volume = {38},
  number = {4},
  pages = {453--459},
  year = {2021},
  month = {oct},
  url = {https://doi.org/10.11309/jssst.38.4_53}
}