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P2 Ansible Lightspeed: A Code Generation Service for IT Automation

Ansible Lightspeed:面向 IT 自动化的代码生成服务
ASE Proceedings of the 39th IEEE/ACM International Conference on Automated Software Engineering2024匹配度 2/10 · 论文关注用 LLM 为 Ansible YAML 这一 DSL 提供代码生成服务,属于 LLM+PL 的工业落地,但核心不是静态分析、形式化验证、浮点程序分析或贝叶斯程序分析,也未涉及 Agentic 程序分析,因此与用户研究方向核心交集很少。引用 4 inbox
Priyam Sahoo, Saurabh Pujar, Ganesh Nalawade, Richard Genhardt, Louis Mandel, Luca Buratti
crossref: 2026-09-12

AI 速览

一句话:提出基于 LLM 的 Ansible Lightspeed 服务,将自然语言提示生成 Ansible YAML,用于 IT 自动化。

大语言模型使代码生成工具成为提升开发者生产力的手段,IDE 常作为其交互界面,但现有工具几乎都面向通用编程语言,像 Ansible 这类基于 YAML 的 IT 自动化领域特定语言关注不足。本文提出 Ansible Lightspeed,一个基于 LLM 的服务,可根据自然语言提示生成 Ansible YAML,将代码生成能力引入 IT 自动化场景。摘要侧重介绍服务定位与设计,未报告具体评估指标、数据集或实验结果。

问题
现有基于 LLM 的代码生成工具多面向通用编程语言,而 IT 自动化所需的领域特定语言(如 Ansible YAML)缺乏专门支持。
方法
Ansible Lightspeed 是一个基于 LLM 的服务,接收自然语言提示并生成 Ansible YAML,旨在将 LLM 代码生成能力引入 IT 自动化 DSL。
评估
摘要未给出具体评估指标、数据集或实验结果,仅说明该服务的设计与定位。
原文摘要(Abstract)

The availability of Large Language Models (LLMs) which can generate code, has made it possible to create tools that improve developer productivity. Integrated development environments or IDEs which developers use to write software are often used as an interface to interact with LLMs. Although many such tools have been released, almost all of them focus on general-purpose programming languages. Domain-specific languages, such as those crucial for Information Technology (IT) automation, have not received much attention. Ansible is one such YAML-based IT automation-specific language. Ansible Lightspeed is an LLM-based service designed explicitly to generate Ansible YAML, given natural language prompt.

链接与引用

DOI 原文 · PDF(开放获取) ·

BibTeX
@inproceedings{paperbot8281,
  title = {Ansible Lightspeed: A Code Generation Service for IT Automation},
  author = {Priyam Sahoo and Saurabh Pujar and Ganesh Nalawade and Richard Genhardt and Louis Mandel and Luca Buratti},
  booktitle = {ASE},
  year = {2024},
  doi = {10.1145/3691620.3695277}
}