An Architectural Perspective on MLOps: Structures, Processes, Tools, and Stakeholders

An Architectural Perspective on MLOps: Structures, Processes, Tools, and Stakeholders This repository contains all the data, scripts, and documents that can assist the readers in replicating our research. The study aims to synthesize a comprehensive architecture of state-of-the-art MLOps systems from a structural perspective (RQ1) and a process perspective (RQ2) as referred to in the manuscript of the study. The following are included in this replication package: The folder ‘data’ includes 3 spreadsheet files containing search and snowballing results (list of selected papers), data extraction, and data synthesis. All the scripts that help the interested reader to automate parts of the research and synthesis process can be found in the ‘scripts’ folder. To replicate the process, one may consult the methodology section in the manuscript.《机器学习运维（Machine Learning Operations，MLOps）的架构视角：结构、流程、工具与利益相关方》 本仓库收录了所有可协助读者复现本研究的数据、脚本与文档。 本研究旨在依照研究手稿中的表述，从结构视角（RQ1）与流程视角（RQ2）两个维度，归纳出当前前沿MLOps系统的完整架构体系。 本复现包包含以下内容： 'data'文件夹内含3个电子表格文件，涵盖文献检索与滚雪球法检索结果（即入选论文列表）、数据抽取与数据合成相关内容。 所有可协助感兴趣的读者自动化完成部分研究与合成流程的脚本，均存放于'scripts'文件夹中。 若需复现本研究流程，读者可参考研究手稿中的方法学章节。