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Real-time code recommendations using machine learning and reinforcement learning

机译:使用机器学习和强化学习的实时代码推荐

摘要

Methods, systems, and computer-readable storage media for receiving, from an integrated development environment (IDE), authored code, the authored code having been input by a developer to the IDE, receiving developer data representative of the developer, and context data and domain data associated with the authored code, determining, at least partially based on processing the authored code, the developer data, the context data, and the domain data through one or more machine learning (ML) models, that one or more code recommendations are to be displayed to the developer in the IDS, defining a sub-set of code recommendations at least partially based on the authored code and the context data, the sub-set of code recommendations comprising at least one code snippet, and displaying graphical representations of code recommendations in the sub-set of code recommendations to the developer within the IDE.
机译:方法、系统和计算机可读存储介质,用于从集成开发环境(IDE)接收编写的代码、已由开发人员输入到IDE的编写的代码、代表开发人员的开发人员数据以及与编写的代码相关联的上下文数据和域数据,至少部分地基于对编写的代码的处理来确定,开发人员数据、上下文数据和域数据通过一个或多个机器学习(ML)模型显示,一个或多个代码建议将在IDS中显示给开发人员,定义至少部分基于编写的代码和上下文数据的代码建议子集,代码建议子集包括至少一个代码片段,以及在IDE中向开发人员显示代码建议子集中代码建议的图形表示。

著录项

  • 公开/公告号US11269597B2

    专利类型

  • 公开/公告日2022-03-08

    原文格式PDF

  • 申请/专利权人 SAP SE;

    申请/专利号US202016835528

  • 发明设计人 OREN HAZE;YIHEZKEL SCHOENBRUN;

    申请日2020-03-31

  • 分类号G06F8/33;G06F11/36;G06N20;

  • 国家 US

  • 入库时间 2022-08-24 23:46:33

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